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  <front>
    <journal-meta><journal-id journal-id-type="publisher">GMD</journal-id><journal-title-group>
    <journal-title>Geoscientific Model Development</journal-title>
    <abbrev-journal-title abbrev-type="publisher">GMD</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Geosci. Model Dev.</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1991-9603</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/gmd-11-2789-2018</article-id><title-group><article-title>Implementing the nitrogen cycle into the dynamic global vegetation,
hydrology, and crop growth model LPJmL (version 5.0)</article-title><alt-title>LPJmL – nitrogen version</alt-title>
      </title-group><?xmltex \runningtitle{LPJmL -- nitrogen version}?><?xmltex \runningauthor{W. von Bloh et al.}?>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>von Bloh</surname><given-names>Werner</given-names></name>
          <email>bloh@pik-potsdam.de</email>
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Schaphoff</surname><given-names>Sibyll</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Müller</surname><given-names>Christoph</given-names></name>
          
        <ext-link>https://orcid.org/0000-0002-9491-3550</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Rolinski</surname><given-names>Susanne</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1 aff2">
          <name><surname>Waha</surname><given-names>Katharina</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff3">
          <name><surname>Zaehle</surname><given-names>Sönke</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-5602-7956</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Potsdam Institute for Climate Impact Research (PIK), Member of the Leibniz Association, <?xmltex \hack{\break}?>P.O. Box 60 12 03,
14412 Potsdam, Germany</institution>
        </aff>
        <aff id="aff2"><label>2</label><institution>CSIRO Agriculture &amp; Food, 306 Carmody Rd, St. Lucia QLD 4067, Australia</institution>
        </aff>
        <aff id="aff3"><label>3</label><institution>Max Planck Institute for Biogeochemistry, P.O. Box 60 01 64, 07701 Jena, Germany</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Werner von Bloh (bloh@pik-potsdam.de)</corresp></author-notes><pub-date><day>12</day><month>July</month><year>2018</year></pub-date>
      
      <volume>11</volume>
      <issue>7</issue>
      <fpage>2789</fpage><lpage>2812</lpage>
      <history>
        <date date-type="received"><day>14</day><month>September</month><year>2017</year></date>
           <date date-type="rev-request"><day>16</day><month>October</month><year>2017</year></date>
           <date date-type="rev-recd"><day>18</day><month>May</month><year>2018</year></date>
           <date date-type="accepted"><day>27</day><month>June</month><year>2018</year></date>
      </history>
      <permissions>
        
        
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018.html">This article is available from https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018.html</self-uri><self-uri xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018.pdf">The full text article is available as a PDF file from https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018.pdf</self-uri>
      <abstract>
    <p id="d1e141">The well-established dynamical global vegetation,
hydrology, and crop growth model LPJmL is extended with a terrestrial nitrogen
cycle to account for nutrient limitations. In particular, processes of soil
nitrogen dynamics, plant uptake, nitrogen allocation, response of
photosynthesis and maintenance respiration to varying nitrogen concentrations
in plant organs, and agricultural nitrogen management are included in the
model. All new model features are described in full detail and the results of a
global simulation of the historic past (1901–2009) are presented for
evaluation of the model performance. We find that the implementation of nitrogen
limitation significantly improves the simulation of global patterns of crop
productivity. Regional differences in crop productivity, which had to be
calibrated via a scaling of the maximum leaf area index, can now largely be
reproduced by the model, except for regions where fertilizer inputs and
climate conditions are not the yield-limiting factors. Furthermore, it can be
shown that land use has a strong influence on nitrogen losses, increasing
leaching by 93 %.</p>
  </abstract>
    </article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <title>Introduction</title>
      <p id="d1e151">The dynamics of the terrestrial biosphere and the associated terrestrial carbon
cycle are of central importance for Earth system science. Climate–carbon
cycle feedbacks have become integral parts of Earth system models (ESMs) for
climate change projections. However, the terrestrial carbon cycle dynamic are
not only driven by climate and carbon dioxide (<inline-formula><mml:math id="M1" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>) fertilization
<xref ref-type="bibr" rid="bib1.bibx93 bib1.bibx68" id="paren.1"/>, but also by land use change
<xref ref-type="bibr" rid="bib1.bibx60 bib1.bibx61 bib1.bibx1 bib1.bibx51" id="paren.2"/> and vegetation dynamics <xref ref-type="bibr" rid="bib1.bibx61" id="paren.3"><named-content content-type="post">and references
therein</named-content></xref>. Nutrient limitations, especially from
nitrogen, are also important constraints on vegetation growth and the
terrestrial carbon cycle. <xref ref-type="bibr" rid="bib1.bibx99" id="text.4"/> and
<xref ref-type="bibr" rid="bib1.bibx115" id="text.5"/> suggested that Earth system models contributing
to the CMIP5 data archive overestimate the response of net primary
productivity to elevated <inline-formula><mml:math id="M2" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> because the models largely miss the
constraints from nutrient limitation. Also <xref ref-type="bibr" rid="bib1.bibx110" id="text.6"/> find
that nitrogen limitation may substantially reduce projected increases in net
primary productivity (NPP) under climate change and elevated atmospheric
<inline-formula><mml:math id="M3" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> concentrations (<inline-formula><mml:math id="M4" display="inline"><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula>), possibly even converting the
terrestrial biosphere into a net carbon source by the end of the 21st
century. Over the last decade, nitrogen limitation has been increasingly
accounted for in dynamic global vegetation models (DGVMs) and ESMs
<xref ref-type="bibr" rid="bib1.bibx102 bib1.bibx36 bib1.bibx117 bib1.bibx98" id="paren.7"/>.
The Lund Potsdam Jena managed Land (LPJmL) dynamic global vegetation,
hydrology, and crop growth model has been widely applied to research questions
on the terrestrial carbon cycle, hydrology, and agricultural production
<xref ref-type="bibr" rid="bib1.bibx91" id="paren.8"><named-content content-type="post">and references therein</named-content></xref> and performed
similarly to other dynamic vegetation models
<xref ref-type="bibr" rid="bib1.bibx31 bib1.bibx108 bib1.bibx13" id="paren.9"/>,
hydrology models <xref ref-type="bibr" rid="bib1.bibx92" id="paren.10"/>, and crop models
<xref ref-type="bibr" rid="bib1.bibx62" id="paren.11"/>. However, LPJmL so far has not explicitly
accounted
for nutrient limitations. We extend the LPJmL model to cover the
terrestrial nitrogen cycle by explicitly adding processes of soil<?pagebreak page2790?> nitrogen
dynamics, plant uptake, nitrogen allocation, response of photosynthesis,
transpiration, and maintenance respiration to variable nitrogen concentrations
in plant organs, and agricultural nitrogen management. Our implementation is
based on previous model implementations
<xref ref-type="bibr" rid="bib1.bibx78 bib1.bibx36 bib1.bibx98" id="paren.12"/>,
but some soil processes, e.g., for denitrification and volatilization, are
more complex than in <xref ref-type="bibr" rid="bib1.bibx98" id="text.13"/>, while plant N cycling is
similarly parameterized. All implemented processes and the corresponding
references are described in full detail in the following sections. LPJmL is
the only dynamic global vegetation model that explicitly covers natural
vegetation, managed croplands and grasslands, and the full terrestrial hydrology
in one consistent modeling framework
<xref ref-type="bibr" rid="bib1.bibx91 bib1.bibx90" id="paren.14"/>. We describe all new
model features in full detail and present the results of a global simulation of
the historic past (1901–2009) that we use to evaluate model performance.</p>
</sec>
<sec id="Ch1.S2">
  <title>Model description</title>
      <p id="d1e257">The model description focuses on the nitrogen-dependent (<inline-formula><mml:math id="M5" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>-dependent) part of
the model. A general description of the LPJmL model is supplied by
<xref ref-type="bibr" rid="bib1.bibx97" id="text.15"/>, <xref ref-type="bibr" rid="bib1.bibx11" id="text.16"/>, and
<xref ref-type="bibr" rid="bib1.bibx91 bib1.bibx90" id="text.17"/>. Note
that <?xmltex \hack{\mbox\bgroup}?><xref ref-type="bibr" rid="bib1.bibx91 bib1.bibx90" id="text.18"/><?xmltex \hack{\egroup}?> provide the most
comprehensive model description available, which includes a few model
features added to the model after the development of the
<inline-formula><mml:math id="M6" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> modules had begun and which are thus not part of the LPJmL5.0 version
described here. These include several minor amendments of the code,
the updated grass allocation scheme <xref ref-type="bibr" rid="bib1.bibx86" id="paren.19"/>, and the
updated phenology scheme for natural vegetation
<xref ref-type="bibr" rid="bib1.bibx26" id="paren.20"/>.</p>
      <p id="d1e297">In the LPJmL model vegetation is represented by different plant functional
types (PFTs) that can establish concurrently within a cell. These
established PFTs share the same soil stand and compete for light, water, and
nitrogen resources, while crop functional types (CFTs) are established
exclusively at sowing on their own soil stand.</p>
      <p id="d1e300">In the predecessor version LPJmL3.5, all organic matter pools (vegetation,
soil) were represented as carbon pools. We now also implemented a
corresponding <inline-formula><mml:math id="M7" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pool for each of these carbon pools and pools
for inorganic reactive <inline-formula><mml:math id="M8" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> forms (<inline-formula><mml:math id="M9" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M10" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>) in the
soil (Fig. <xref ref-type="fig" rid="Ch1.F1"/>). Nitrogen dynamics have been incorporated in
other dynamical vegetation models, e.g., in LPJ-GUESS
<xref ref-type="bibr" rid="bib1.bibx98" id="paren.21"/>. In addition to LPJ-GUESS our model considers
not only natural vegetation but also takes into account managed crops.
Furthermore, nitrogen transformation in soils is simulated in a more
sophisticated way incorporating the immobilization of nitrogen. In the following
sections we describe the implementation of the plant <inline-formula><mml:math id="M11" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand,
uptake, allocation, the effects of <inline-formula><mml:math id="M12" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation, photosynthesis,
maintenance respiration, and <inline-formula><mml:math id="M13" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> inputs, and transformations and
losses in and/or from soils. All processes are computed at a daily time step, except
for fire events (annual) and the allocation of carbon and <inline-formula><mml:math id="M14" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> in plants,
which is computed daily only for crops but annually for natural vegetation
and before each harvest event for managed grasslands. Soil processes are
vertically resolved in six soil layers including one bedrock layer.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F1"><caption><p id="d1e385">Carbon and nitrogen pools and associated processes for the example
of crops.</p></caption>
        <?xmltex \igopts{width=236.157874pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f01.png"/>

      </fig>

<sec id="Ch1.S2.SS1">
  <title>Nitrogen demand</title>
      <p id="d1e400">Daily photosynthesis and maximum carboxylation capacity (<inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>) are
computed based on absorbed photosynthetically active radiation (APAR) and
canopy conductance reflecting the level of water stress
<xref ref-type="bibr" rid="bib1.bibx97" id="paren.22"/>. This water-stressed carboxylation capacity
<inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> determines the demand for <inline-formula><mml:math id="M17" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> of trees, grasses, and crops in
the leaves. Depending on PFT-specific requirements for <inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>, the
<inline-formula><mml:math id="M19" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand of leaf, N<inline-formula><mml:math id="M20" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:math></inline-formula> (g N m<inline-formula><mml:math id="M21" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), is calculated
according to <xref ref-type="bibr" rid="bib1.bibx98" id="text.23"/> based on
<xref ref-type="bibr" rid="bib1.bibx39" id="text.24"/> as

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M22" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E1"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mo>=</mml:mo><mml:mn mathvariant="normal">25</mml:mn><mml:mo>⋅</mml:mo><mml:mn mathvariant="normal">0.02314815</mml:mn><mml:mo>/</mml:mo><mml:mi mathvariant="normal">daylength</mml:mi><mml:mo>⋅</mml:mo><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>⋅</mml:mo><mml:mi>exp⁡</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">25</mml:mn><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">LAI</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>)</mml:mo><mml:mo>+</mml:mo><mml:mn mathvariant="normal">0.00715</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

            where C<inline-formula><mml:math id="M23" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:math></inline-formula> is the actual leaf carbon content (g C m<inline-formula><mml:math id="M24" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
and <inline-formula><mml:math id="M25" display="inline"><mml:mi mathvariant="normal">daylength</mml:mi></mml:math></inline-formula> is the duration of daylight (h). The function
<inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">LAI</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is a modifier dependent on current leaf area
index (LAI) accounting for a stronger leaf <inline-formula><mml:math id="M27" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> content decline with
canopy depth compared to incoming sunlight.
            <disp-formula id="Ch1.E2" content-type="numbered"><mml:math id="M28" display="block"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">LAI</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mfenced open="{" close=""><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mrow><mml:mo movablelimits="false">max⁡</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mi>exp⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.08</mml:mn><mml:mo>⋅</mml:mo><mml:mo movablelimits="false">min⁡</mml:mo><mml:mo>(</mml:mo><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>,</mml:mo><mml:mn mathvariant="normal">7</mml:mn><mml:mo>)</mml:mo><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mtext>otherwise</mml:mtext></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:math></disp-formula>
          The pre-factor <inline-formula><mml:math id="M29" display="inline"><mml:mn mathvariant="normal">0.12</mml:mn></mml:math></inline-formula> in the exponential term of
<xref ref-type="bibr" rid="bib1.bibx98" id="text.25"/> has been replaced by <inline-formula><mml:math id="M30" display="inline"><mml:mn mathvariant="normal">0.08</mml:mn></mml:math></inline-formula> for two reasons.
First, we find that canopy C : N ratios are too low for the original value.
Second, the computed values for the average leaf C : N ratio of the canopy
should monotonically increase with LAI, whereas they decline again at higher
LAI. This unwanted<?pagebreak page2791?> decline is not completely prevented with our pre-factor of
<inline-formula><mml:math id="M31" display="inline"><mml:mn mathvariant="normal">0.08</mml:mn></mml:math></inline-formula> but much weaker and occurs only at much higher LAI values than in the
original implementation (see Fig. S1 in the Supplement). We choose a maximum
of <inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula> and for <inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:mi mathvariant="normal">LAI</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> a linear decrease to avoid
too-high respiration rates at low LAI levels, where C : N ratios would
become very small otherwise. Daily gross photosynthesis <inline-formula><mml:math id="M34" display="inline"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mi mathvariant="normal">gd</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
depends on the light-limited photosynthesis rate <inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mi>E</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and Rubisco-limited
photosynthesis rate <inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mi>C</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>:
            <disp-formula id="Ch1.E3" content-type="numbered"><mml:math id="M37" display="block"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mi mathvariant="normal">gd</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mi>E</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msqrt><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>E</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>C</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn><mml:mo>⋅</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>⋅</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>E</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>J</mml:mi><mml:mi>C</mml:mi></mml:msub></mml:mrow></mml:msqrt></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>⋅</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:mi mathvariant="normal">daylength</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M38" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> is the shape parameter describing the co-limitation of light
and Rubisco activity. The value of <inline-formula><mml:math id="M39" display="inline"><mml:mi mathvariant="italic">θ</mml:mi></mml:math></inline-formula> of LPJmL3.5 has been changed from
<inline-formula><mml:math id="M40" display="inline"><mml:mn mathvariant="normal">0.7</mml:mn></mml:math></inline-formula> to <inline-formula><mml:math id="M41" display="inline"><mml:mn mathvariant="normal">0.9</mml:mn></mml:math></inline-formula>, which is in better agreement with <xref ref-type="bibr" rid="bib1.bibx15" id="text.26"/> and
results in lower Rubisco demand to reach the light-limited photosynthesis
rate (see Fig. S2). The factor <inline-formula><mml:math id="M42" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi>a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> determining the fraction of
photosynthetic active radiation (PAR) assimilated at ecosystem level relative
to leaf level has been changed from <inline-formula><mml:math id="M43" display="inline"><mml:mn mathvariant="normal">0.5</mml:mn></mml:math></inline-formula> to <inline-formula><mml:math id="M44" display="inline"><mml:mn mathvariant="normal">0.6</mml:mn></mml:math></inline-formula> to counterbalance the
reduction of GPP due to additional nitrogen limitations.</p>
      <p id="d1e942">Because the allocation of carbon and nitrogen for grass and tree PFTs is done
on a yearly time interval, the actual carbon stored in leaves
C<inline-formula><mml:math id="M45" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> at time <inline-formula><mml:math id="M46" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> of the current year is calculated from the
carbon stored in leaves at the end of the previous year C<inline-formula><mml:math id="M47" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:math></inline-formula>:
            <disp-formula id="Ch1.E4" content-type="numbered"><mml:math id="M48" display="block"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>t</mml:mi></mml:munderover><mml:msub><mml:mi mathvariant="normal">NPP</mml:mi><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M49" display="inline"><mml:mrow><mml:msub><mml:mo>∑</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="normal">NPP</mml:mi><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the accumulated biomass increment and
<inline-formula><mml:math id="M50" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the fraction of biomass that was allocated to leaves at
the end of the previous year. Then the total <inline-formula><mml:math id="M51" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand is determined by
the actual (<inline-formula><mml:math id="M52" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula>) carboxylation-based demand for <inline-formula><mml:math id="M53" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> in leaves
N<inline-formula><mml:math id="M54" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> (see Eq. <xref ref-type="disp-formula" rid="Ch1.E1"/>), the current <inline-formula><mml:math id="M55" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> content
of the other organs (roots N<inline-formula><mml:math id="M56" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:math></inline-formula> and sapwood
N<inline-formula><mml:math id="M57" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub></mml:math></inline-formula> for trees), and the approximated <inline-formula><mml:math id="M58" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand for
the newly accumulated NPP (Eq. <xref ref-type="disp-formula" rid="Ch1.E5"/>). For this approximation, we
use the allocation shares of the previous year (<inline-formula><mml:math id="M59" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>,
<inline-formula><mml:math id="M60" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>):

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M61" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E5"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">demand</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>t</mml:mi></mml:munderover><mml:msub><mml:mi mathvariant="normal">NPP</mml:mi><mml:mrow><mml:msup><mml:mi>t</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

            where <inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> are the prescribed PFT-specific C : N ratios of roots
and sapwood relative to the C : N ratio of leaves (Table <xref ref-type="table" rid="Ch1.T1"/>).</p>

<table-wrap id="Ch1.T1" specific-use="star"><caption><p id="d1e1328">C : N ratios relative to the leaf C : N ratio <inline-formula><mml:math id="M64" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for the
different plant compartments.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Plant</oasis:entry>
         <oasis:entry colname="col2">Root <inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">Sapwood <inline-formula><mml:math id="M66" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">Storage organ <inline-formula><mml:math id="M67" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">Pool <inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M69" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M70" display="inline"><mml:mn mathvariant="normal">6.9</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Grass</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M71" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Temperate cereals</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M72" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M73" display="inline"><mml:mn mathvariant="normal">0.99</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Rice</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M74" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M75" display="inline"><mml:mn mathvariant="normal">1.30</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Maize</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M76" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M77" display="inline"><mml:mn mathvariant="normal">0.83</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Tropical cereals</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M78" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M79" display="inline"><mml:mn mathvariant="normal">0.79</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Pulses</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M80" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M81" display="inline"><mml:mn mathvariant="normal">0.45</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Potatoes</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M82" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M83" display="inline"><mml:mn mathvariant="normal">1.74</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Sugar beet</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M84" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M85" display="inline"><mml:mn mathvariant="normal">4.46</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Tropical roots</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M86" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M87" display="inline"><mml:mn mathvariant="normal">3.27</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Sunflower</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M88" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M89" display="inline"><mml:mn mathvariant="normal">1.04</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Soybeans</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M90" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M91" display="inline"><mml:mn mathvariant="normal">0.42</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Groundnut</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M92" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M93" display="inline"><mml:mn mathvariant="normal">0.68</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Rapeseed</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M94" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M95" display="inline"><mml:mn mathvariant="normal">0.76</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Sugarcane</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M96" display="inline"><mml:mn mathvariant="normal">1.16</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M97" display="inline"><mml:mn mathvariant="normal">4.57</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">3</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <p id="d1e1821">The daily allocation scheme of crops enables the calculation of nitrogen
demand by using the carbon compartment itself. Plants maintain a store of
labile <inline-formula><mml:math id="M98" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>, N<inline-formula><mml:math id="M99" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">store</mml:mi></mml:msub></mml:math></inline-formula> (g N m<inline-formula><mml:math id="M100" display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, to buffer fluctuations
between <inline-formula><mml:math id="M101" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand and supply from the soil mineral <inline-formula><mml:math id="M102" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pool
<xref ref-type="bibr" rid="bib1.bibx98" id="paren.27"/>. <inline-formula><mml:math id="M103" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand is therefore increased by a
factor of <inline-formula><mml:math id="M104" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">store</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1.15</mml:mn></mml:mrow></mml:math></inline-formula> for trees and <inline-formula><mml:math id="M105" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">store</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1.3</mml:mn></mml:mrow></mml:math></inline-formula> for
grass and crops. Thus, the optimum <inline-formula><mml:math id="M106" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake fulfilling the demand
N<inline-formula><mml:math id="M107" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">uptake</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">opt</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> can be calculated from the demand increment.
            <disp-formula id="Ch1.E6" content-type="numbered"><mml:math id="M108" display="block"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">uptake</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">opt</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">demand</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">demand</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">store</mml:mi></mml:msub></mml:mrow></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS2">
  <title>Nitrogen uptake</title>
      <?pagebreak page2792?><p id="d1e1997">The mechanism for the uptake of <inline-formula><mml:math id="M109" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> (N<inline-formula><mml:math id="M110" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">uptake</mml:mi></mml:msub></mml:math></inline-formula> in
g N m<inline-formula><mml:math id="M111" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M112" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) is the same for trees, crops, and grasses. Following
<xref ref-type="bibr" rid="bib1.bibx98" id="text.28"/>, plant N<inline-formula><mml:math id="M113" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">uptake</mml:mi></mml:msub></mml:math></inline-formula> is determined by
soil mineral <inline-formula><mml:math id="M114" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> concentrations, fine root mass, soil temperature and
porosity, and plant demand for <inline-formula><mml:math id="M115" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>. This is computed for all soil layers
individually and summed up to compute overall <inline-formula><mml:math id="M116" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake:

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M117" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E7"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">uptake</mml:mi></mml:msub><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">soillayer</mml:mi></mml:msub></mml:mrow></mml:munderover><mml:mn mathvariant="normal">2</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">up</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">root</mml:mi></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mtext>N</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">avail</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi>T</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>⋅</mml:mo><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">NC</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mi mathvariant="normal">plant</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

            where N<inline-formula><mml:math id="M118" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">up</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">root</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> is the maximum <inline-formula><mml:math id="M119" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake rate per unit of fine
root mass in each layer, <inline-formula><mml:math id="M120" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mtext>N</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">avail</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> parameterizes
the dependence on available <inline-formula><mml:math id="M121" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>T</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">soil</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> parameterizes
the temperature dependence, <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">NC</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> parameterizes the dependence on
plant N : C ratio, C<inline-formula><mml:math id="M124" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:math></inline-formula> is the carbon stored in the roots,
<inline-formula><mml:math id="M125" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">soillayer</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the number of soil layers
(<inline-formula><mml:math id="M126" display="inline"><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">soillayer</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">6</mml:mn></mml:mrow></mml:math></inline-formula>), and <inline-formula><mml:math id="M127" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> determines the fraction
of roots in each layer. N<inline-formula><mml:math id="M128" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">up</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">root</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> is <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:mn mathvariant="normal">2.8</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> g N g C<inline-formula><mml:math id="M130" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M131" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> for trees and <inline-formula><mml:math id="M132" display="inline"><mml:mrow><mml:mn mathvariant="normal">5.51</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> g N g C<inline-formula><mml:math id="M133" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M134" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> for crops and grasses
<xref ref-type="bibr" rid="bib1.bibx98" id="paren.29"/>. The available <inline-formula><mml:math id="M135" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> is the sum of
<inline-formula><mml:math id="M136" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M137" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> in the soil layer <inline-formula><mml:math id="M138" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula>.
            <disp-formula id="Ch1.E8" content-type="numbered"><mml:math id="M139" display="block"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">avail</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></disp-formula>
          The function <inline-formula><mml:math id="M140" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mtext>N</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> can be parameterized by Michaelis–Menten
kinetics:
            <disp-formula id="Ch1.E9" content-type="numbered"><mml:math id="M141" display="block"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mtext>N</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">avail</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mtext>N</mml:mtext><mml:mo>,</mml:mo><mml:mo>min⁡</mml:mo></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">avail</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">l</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">avail</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mrow><mml:mtext>N</mml:mtext><mml:mo>,</mml:mo><mml:mo>min⁡</mml:mo></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>max⁡</mml:mo></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the soil column depth (m), <inline-formula><mml:math id="M143" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> is
the soil-type-specific fractional pore space (dimensionless),
<inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mrow><mml:mtext>N</mml:mtext><mml:mo>,</mml:mo><mml:mo>min⁡</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is <inline-formula><mml:math id="M145" display="inline"><mml:mn mathvariant="normal">1.48</mml:mn></mml:math></inline-formula> g N m<inline-formula><mml:math id="M146" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> for woody and <inline-formula><mml:math id="M147" display="inline"><mml:mn mathvariant="normal">1.19</mml:mn></mml:math></inline-formula> for grassy
PFTs (half-saturation concentration of fine root <inline-formula><mml:math id="M148" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake), and
<inline-formula><mml:math id="M149" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mrow><mml:mtext>N</mml:mtext><mml:mo>,</mml:mo><mml:mo>min⁡</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> (dimensionless) is <inline-formula><mml:math id="M150" display="inline"><mml:mn mathvariant="normal">0.05</mml:mn></mml:math></inline-formula>, which is the basal rate of
<inline-formula><mml:math id="M151" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake that is not associated with Michaelis–Menten kinetics. The
function <inline-formula><mml:math id="M152" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">NC</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mi mathvariant="normal">plant</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) is from
<xref ref-type="bibr" rid="bib1.bibx117" id="text.30"/>:
            <disp-formula id="Ch1.E10" content-type="numbered"><mml:math id="M153" display="block"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">NC</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mi mathvariant="normal">plant</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">high</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mi mathvariant="normal">plant</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">high</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">low</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M154" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">low</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M155" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">high</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
are the lower and upper limits of N : C ratios and
<inline-formula><mml:math id="M156" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mi mathvariant="normal">plant</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the actual plant N : C ratio. The lower and
upper limits <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">low</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">high</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> are derived from the TRY database
<xref ref-type="bibr" rid="bib1.bibx43" id="paren.31"/>. Their reciprocal C : N values for each PFT are
shown in Table <xref ref-type="table" rid="Ch1.T2"/>. The actual plant N : C ratio is calculated
according to
            <disp-formula id="Ch1.E11" content-type="numbered"><mml:math id="M159" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mi mathvariant="normal">plant</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
          The temperature function <inline-formula><mml:math id="M160" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>T</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> for <inline-formula><mml:math id="M161" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake is given by
<xref ref-type="bibr" rid="bib1.bibx101" id="text.32"/>:
            <disp-formula id="Ch1.E12" content-type="numbered"><mml:math id="M162" display="block"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi>T</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M163" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>. For the chosen <inline-formula><mml:math id="M164" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>m</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M165" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C,
<inline-formula><mml:math id="M166" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi>r</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M167" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, and <inline-formula><mml:math id="M168" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">25</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M169" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C, the maximum of 1 is reached
at 15<inline-formula><mml:math id="M170" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula> and the function is positive above <inline-formula><mml:math id="M171" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>25 <inline-formula><mml:math id="M172" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C.</p>
      <p id="d1e3259">The root distribution <inline-formula><mml:math id="M173" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> can be calculated from the
proportion of roots from the surface to soil depth <inline-formula><mml:math id="M174" display="inline"><mml:mi>z</mml:mi></mml:math></inline-formula>, <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>z</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, as
in <xref ref-type="bibr" rid="bib1.bibx41" id="text.33"/>:
            <disp-formula id="Ch1.E13" content-type="numbered"><mml:math id="M176" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>z</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mi>z</mml:mi></mml:msubsup><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mrow><mml:msup><mml:mi>z</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:msup><mml:mtext>d</mml:mtext><mml:msup><mml:mi>z</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mrow><mml:msubsup><mml:mo>∫</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mi mathvariant="normal">bottom</mml:mi></mml:msub></mml:mrow></mml:msubsup><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mrow><mml:msup><mml:mi>z</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:msup><mml:mtext>d</mml:mtext><mml:msup><mml:mi>z</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mi>z</mml:mi></mml:msup></mml:mrow><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:msup><mml:mo>)</mml:mo><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mi mathvariant="normal">bottom</mml:mi></mml:msub></mml:mrow></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is a PFT-specific parameter (for parameter
values,
see Table <xref ref-type="table" rid="Ch1.T2"/>); <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is then given by the
difference <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>(</mml:mo><mml:mi>l</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mrow><mml:mi>z</mml:mi><mml:mo>(</mml:mo><mml:mi>l</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. If the soil
depth of the layer <inline-formula><mml:math id="M180" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> is greater than the thawing depth then
<inline-formula><mml:math id="M181" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is reduced accordingly. The nonzero
<inline-formula><mml:math id="M182" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> values are rescaled so that their sum is normalized to 1,
accounting for the modified root distribution under freezing conditions. Soil
<inline-formula><mml:math id="M183" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and soil <inline-formula><mml:math id="M184" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> pools are reduced accordingly every
simulation day <inline-formula><mml:math id="M185" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula>.

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M186" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E14"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>=</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><?xmltex \hack{\hspace*{7mm}}?><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>⋅</mml:mo><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">uptake</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msubsup><mml:mo>∑</mml:mo><mml:mrow><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">soillayer</mml:mi></mml:msub></mml:mrow></mml:msubsup><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">avail</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E15"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>=</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><?xmltex \hack{\hspace*{7mm}}?><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:msub><mml:mi mathvariant="normal">soil</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>⋅</mml:mo><mml:mfenced close=")" open="("><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="normal">rootdist</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">uptake</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msubsup><mml:mo>∑</mml:mo><mml:mrow><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mrow><mml:msub><mml:mi>n</mml:mi><mml:mi mathvariant="normal">soillayer</mml:mi></mml:msub></mml:mrow></mml:msubsup><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">avail</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T2" specific-use="star"><caption><p id="d1e3770">PFT-specific <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> based on
<xref ref-type="bibr" rid="bib1.bibx91" id="text.34"/> and minimum and maximum leaf C : N ratios
based on the TRY database <xref ref-type="bibr" rid="bib1.bibx43" id="paren.35"/> with data from
<xref ref-type="bibr" rid="bib1.bibx48" id="text.36"/>,
<xref ref-type="bibr" rid="bib1.bibx35" id="text.37"/>,
<xref ref-type="bibr" rid="bib1.bibx80 bib1.bibx81" id="text.38"/>,
<xref ref-type="bibr" rid="bib1.bibx32" id="text.39"/>,
<xref ref-type="bibr" rid="bib1.bibx55" id="text.40"/>,
<xref ref-type="bibr" rid="bib1.bibx37" id="text.41"/>,
<xref ref-type="bibr" rid="bib1.bibx73" id="text.42"/>,
<xref ref-type="bibr" rid="bib1.bibx4" id="text.43"/>,
<xref ref-type="bibr" rid="bib1.bibx109" id="text.44"/>,
<xref ref-type="bibr" rid="bib1.bibx113" id="text.45"/>,
<xref ref-type="bibr" rid="bib1.bibx28 bib1.bibx29" id="text.46"/>,
<xref ref-type="bibr" rid="bib1.bibx50" id="text.47"/>,
<xref ref-type="bibr" rid="bib1.bibx67 bib1.bibx66" id="text.48"/>,
<xref ref-type="bibr" rid="bib1.bibx111" id="text.49"/>,
<xref ref-type="bibr" rid="bib1.bibx5" id="text.50"/>,
<xref ref-type="bibr" rid="bib1.bibx79" id="text.51"/>,
<xref ref-type="bibr" rid="bib1.bibx76 bib1.bibx75" id="text.52"/>,
<xref ref-type="bibr" rid="bib1.bibx27" id="text.53"/>,
<xref ref-type="bibr" rid="bib1.bibx17 bib1.bibx18 bib1.bibx19" id="text.54"/>,
<xref ref-type="bibr" rid="bib1.bibx85" id="text.55"/>,
<xref ref-type="bibr" rid="bib1.bibx88 bib1.bibx87" id="text.56"/>, and
<xref ref-type="bibr" rid="bib1.bibx69 bib1.bibx70 bib1.bibx71 bib1.bibx72" id="text.57"/>.
The C : N ratios for C<inline-formula><mml:math id="M188" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> and C<inline-formula><mml:math id="M189" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> grasses and crops are based on
<xref ref-type="bibr" rid="bib1.bibx109" id="text.58"/>.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="4">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Functional type</oasis:entry>
         <oasis:entry colname="col2">CN<inline-formula><mml:math id="M190" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">low</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">CN<inline-formula><mml:math id="M191" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">high</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M192" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Tropical broad-leaved evergreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M193" display="inline"><mml:mn mathvariant="normal">15.6</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M194" display="inline"><mml:mn mathvariant="normal">46.2</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M195" display="inline"><mml:mn mathvariant="normal">0.962</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Tropical broad-leaved raingreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M196" display="inline"><mml:mn mathvariant="normal">15.4</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M197" display="inline"><mml:mn mathvariant="normal">34.6</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M198" display="inline"><mml:mn mathvariant="normal">0.961</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Temperate needle-leaved evergreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M199" display="inline"><mml:mn mathvariant="normal">31.8</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M200" display="inline"><mml:mn mathvariant="normal">63.8</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M201" display="inline"><mml:mn mathvariant="normal">0.976</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Temperate broad-leaved evergreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M202" display="inline"><mml:mn mathvariant="normal">15.6</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M203" display="inline"><mml:mn mathvariant="normal">46.2</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M204" display="inline"><mml:mn mathvariant="normal">0.964</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Temperate broad-leaved summergreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M205" display="inline"><mml:mn mathvariant="normal">15.4</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M206" display="inline"><mml:mn mathvariant="normal">34.6</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M207" display="inline"><mml:mn mathvariant="normal">0.966</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Boreal needle-leaved evergreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M208" display="inline"><mml:mn mathvariant="normal">31.8</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M209" display="inline"><mml:mn mathvariant="normal">63.8</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M210" display="inline"><mml:mn mathvariant="normal">0.943</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Boreal broad-leaved summergreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M211" display="inline"><mml:mn mathvariant="normal">15.4</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M212" display="inline"><mml:mn mathvariant="normal">34.6</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M213" display="inline"><mml:mn mathvariant="normal">0.943</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Boreal needle-leaved summergreen tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M214" display="inline"><mml:mn mathvariant="normal">18.4</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M215" display="inline"><mml:mn mathvariant="normal">36.9</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M216" display="inline"><mml:mn mathvariant="normal">0.943</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">C<inline-formula><mml:math id="M217" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> perennial grass</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M218" display="inline"><mml:mn mathvariant="normal">10.5</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M219" display="inline"><mml:mn mathvariant="normal">37.9</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M220" display="inline"><mml:mn mathvariant="normal">0.972</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">C<inline-formula><mml:math id="M221" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> perennial grass</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M222" display="inline"><mml:mn mathvariant="normal">17.4</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M223" display="inline"><mml:mn mathvariant="normal">66.9</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M224" display="inline"><mml:mn mathvariant="normal">0.943</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Bioenergy tropical tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M225" display="inline"><mml:mn mathvariant="normal">15.6</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M226" display="inline"><mml:mn mathvariant="normal">46.2</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M227" display="inline"><mml:mn mathvariant="normal">0.976</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Bioenergy temperate tree</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M228" display="inline"><mml:mn mathvariant="normal">15.4</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M229" display="inline"><mml:mn mathvariant="normal">34.6</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M230" display="inline"><mml:mn mathvariant="normal">0.976</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Bioenergy C<inline-formula><mml:math id="M231" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula> grass</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M232" display="inline"><mml:mn mathvariant="normal">17.4</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M233" display="inline"><mml:mn mathvariant="normal">66.9</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M234" display="inline"><mml:mn mathvariant="normal">0.976</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Crops</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M235" display="inline"><mml:mn mathvariant="normal">14.3</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M236" display="inline"><mml:mn mathvariant="normal">58.8</mml:mn></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M237" display="inline"><mml:mn mathvariant="normal">0.972</mml:mn></mml:math></inline-formula></oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S2.SS3">
  <?xmltex \opttitle{Determination of the {$\protect\chem{N}$} limitation scalar}?><title>Determination of the <inline-formula><mml:math id="M238" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation scalar</title>
      <p id="d1e4415">For trees, grass, and crops, the <inline-formula><mml:math id="M239" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation scalar <inline-formula><mml:math id="M240" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">scal</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>
is calculated as the ratio of <inline-formula><mml:math id="M241" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand N<inline-formula><mml:math id="M242" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">uptake</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">opt</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> to
actual <inline-formula><mml:math id="M243" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake:
            <disp-formula id="Ch1.E16" content-type="numbered"><mml:math id="M244" display="block"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">scal</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo movablelimits="false">min⁡</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">uptake</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">uptake</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">opt</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
          The scalar <inline-formula><mml:math id="M245" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">scal</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is used to account for <inline-formula><mml:math id="M246" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation in
the allocation of <inline-formula><mml:math id="M247" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> to different plant organs (Sect. <xref ref-type="sec" rid="Ch1.S2.SS5"/>)
and is computed as the growing season mean, which is re-initialized to zero
every year for natural vegetation and at sowing for crops.</p>
</sec>
<sec id="Ch1.S2.SS4">
  <?xmltex \opttitle{Photosynthesis and gross and net primary production under {$\protect\chem{N}$} limitation}?><title>Photosynthesis and gross and net primary production under <inline-formula><mml:math id="M248" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation</title>
      <?pagebreak page2793?><p id="d1e4554">To calculate the limitation by <inline-formula><mml:math id="M249" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> availability, <inline-formula><mml:math id="M250" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> stress is
calculated after determining water stress on photosynthesis. If <inline-formula><mml:math id="M251" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
demand from the water-limited photosynthesis rate cannot be fulfilled by
<inline-formula><mml:math id="M252" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake, carboxylation capacity <inline-formula><mml:math id="M253" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> has to be reduced. The
reduced <inline-formula><mml:math id="M254" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> is determined by solving Eq. (<xref ref-type="disp-formula" rid="Ch1.E1"/>) for
<inline-formula><mml:math id="M255" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>. Water demand is then recalculated using the reduced <inline-formula><mml:math id="M256" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>.
From this reduced <inline-formula><mml:math id="M257" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>, the actual photosynthesis rate and canopy
conductance can be calculated (Fig. <xref ref-type="fig" rid="Ch1.F2"/>). For the determination
of the canopy conductance we assume higher PFT-specific minimum canopy
conductances <inline-formula><mml:math id="M258" display="inline"><mml:mrow><mml:msub><mml:mi>g</mml:mi><mml:mo>min⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> (see Table S1 in the Supplement) than
<xref ref-type="bibr" rid="bib1.bibx91" id="text.59"/>, which are in the range of values reported by
<xref ref-type="bibr" rid="bib1.bibx6" id="text.60"/>. Furthermore, we have adjusted some additional
parameters (Tables S1, S2) to meet global and local evapotranspiration fluxes
under nitrogen limitation effects on transpiration.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F2"><caption><p id="d1e4669">Calculation of <inline-formula><mml:math id="M259" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> stress of plants.</p></caption>
          <?xmltex \igopts{width=213.395669pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f02.png"/>

        </fig>

      <p id="d1e4686">The gross primary production (GPP) derived from the actual photosynthesis
rate is reduced by leaf, root, and sapwood (for tree PFTs) respiration
<inline-formula><mml:math id="M260" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M261" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M262" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> in order to
get the net primary production (NPP). Respiration rates of roots and sapwood
are assumed to be linearly dependent on the N : C ratio of the
corresponding pool, whereas the respiration rate of leaves
(<inline-formula><mml:math id="M263" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) is a fraction (1.5 % for C<inline-formula><mml:math id="M264" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> plants, 3.5 % for C<inline-formula><mml:math id="M265" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msub></mml:math></inline-formula>
plants) of <inline-formula><mml:math id="M266" display="inline"><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx97" id="paren.61"/>:

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M267" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E17"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">resp</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">soil</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E18"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>=</mml:mo><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">resp</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">air</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            where <inline-formula><mml:math id="M268" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">resp</mml:mi></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is a temperature-dependent respiration rate
(g C g N<inline-formula><mml:math id="M269" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M270" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) <xref ref-type="bibr" rid="bib1.bibx97" id="paren.62"><named-content content-type="pre">as in</named-content></xref>.
Therefore, higher N : C ratios lead to a reduction in net primary production
(NPP), which is computed as
            <disp-formula id="Ch1.E19" content-type="numbered"><mml:math id="M271" display="block"><mml:mrow><mml:mi mathvariant="normal">NPP</mml:mi><mml:mo>=</mml:mo><mml:mi mathvariant="normal">GPP</mml:mi><mml:mo>-</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">growth</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
          where <inline-formula><mml:math id="M272" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">growth</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is 25 % of GPP and <inline-formula><mml:math id="M273" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is zero
for all non-woody plants.</p>
</sec>
<sec id="Ch1.S2.SS5">
  <title>Nitrogen allocation and turnover in plants</title>
      <p id="d1e4966">Carbon allocation to plant compartments follows functional and allometric
rules as described by <xref ref-type="bibr" rid="bib1.bibx97" id="text.63"/> and is computed annually
for natural vegetation and daily for crops <xref ref-type="bibr" rid="bib1.bibx11" id="paren.64"/>.
The allocation rules account for the functional relationships that leaf area
needs to be supported by sufficient sapwood (in trees) and fine root biomass.
Fine root biomass increases relative to leaf biomass under water stress and
also under nitrogen limitation. The allometric rules specify the relationship
of stem diameter to plant height and crown diameter
<xref ref-type="bibr" rid="bib1.bibx97" id="paren.65"/>. Plants require <inline-formula><mml:math id="M274" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> in varying amounts to
satisfy organ-specific C : N ratios. Leaf N content is determined by
photosynthetic potential and structural requirements and can vary within
PFT-specific limits of<?pagebreak page2794?> C : N ratios. The PFT-specific range of possible
C : N ratios is based on the TRY database
<xref ref-type="bibr" rid="bib1.bibx43" id="paren.66"><named-content content-type="post">Table <xref ref-type="table" rid="Ch1.T2"/></named-content></xref>.</p>
      <p id="d1e4992">The allocation of <inline-formula><mml:math id="M275" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> (N<inline-formula><mml:math id="M276" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">inc</mml:mi></mml:msub></mml:math></inline-formula>) to plant compartments follows
the allocation rules for carbon and ensures distribution between
plant compartments as established with the relative ratios given for the
C : N ratio of, e.g., roots in comparison to leaves (<inline-formula><mml:math id="M277" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CN</mml:mi><mml:mi mathvariant="normal">root</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> /
<inline-formula><mml:math id="M278" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CN</mml:mi><mml:mi mathvariant="normal">leaf</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>). These relative ratios for natural vegetation are taken
from <xref ref-type="bibr" rid="bib1.bibx30" id="text.67"><named-content content-type="post">Table 4</named-content></xref>.</p>
      <p id="d1e5039">For crops the C : N ratios for the storage organ are derived from
<xref ref-type="bibr" rid="bib1.bibx10" id="text.68"/>. Therefore, average crop-functional-type-specific leaf
C : N ratios as simulated by LPJmL5.0 were used to estimate the factors <inline-formula><mml:math id="M279" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>
that relate leaf C : N ratios to storage organ C : N ratios
(Table <xref ref-type="table" rid="Ch1.T1"/>).</p>
      <p id="d1e5058">The allocation scheme follows the algebraic solution of the following set of
equations when there are <inline-formula><mml:math id="M280" display="inline"><mml:mi>n</mml:mi></mml:math></inline-formula> plant compartments.

                <disp-formula id="Ch1.E20" specific-use="align" content-type="subnumberedsingle"><mml:math id="M281" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E20.1"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">inc</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">inc</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E20.2"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">inc</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>=</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">inc</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mi mathvariant="normal">⋮</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E20.3"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">inc</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mi>n</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mi>n</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">inc</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E20.4"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:munderover><mml:mo movablelimits="false">∑</mml:mo><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>n</mml:mi></mml:munderover><mml:msub><mml:mi>a</mml:mi><mml:mi>i</mml:mi></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            <inline-formula><mml:math id="M282" display="inline"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, N<inline-formula><mml:math id="M283" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msub></mml:math></inline-formula>, N<inline-formula><mml:math id="M284" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:math></inline-formula>, …,
N<inline-formula><mml:math id="M285" display="inline"><mml:msub><mml:mi/><mml:mi>n</mml:mi></mml:msub></mml:math></inline-formula> are the <inline-formula><mml:math id="M286" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M287" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools of plant compartments <inline-formula><mml:math id="M288" display="inline"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:mi>n</mml:mi></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M289" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:msub><mml:mi>R</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> are the relative C : N ratios in
comparison to leaves. The system is solved for <inline-formula><mml:math id="M290" display="inline"><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:msub><mml:mi>a</mml:mi><mml:mi>n</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> so that
the relative ratios <inline-formula><mml:math id="M291" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>,</mml:mo><mml:mi mathvariant="normal">…</mml:mi><mml:mo>,</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mrow><mml:mi>n</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> are ensured. Thus, the model has to
solve the equation system for <inline-formula><mml:math id="M292" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> pools for grass, <inline-formula><mml:math id="M293" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:math></inline-formula> pools for
trees, and <inline-formula><mml:math id="M294" display="inline"><mml:mrow><mml:mi>n</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> pools for crops. If the N : C ratio for a pool is below
the PFT-specific minimum N : C ratio allowed, then the excess carbon is put
into the litter pools. To avoid overly large <inline-formula><mml:math id="M295" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> fluxes from excess
carbon to the litter pools in <inline-formula><mml:math id="M296" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>-limited environments, we have
introduced a sink limitation for the photosynthesis of trees. For this, the
excess carbon from the sapwood pool is stored in an additional carbon pool
<inline-formula><mml:math id="M297" display="inline"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">excess</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. If this excess pool is filled and if there is a
minimum <inline-formula><mml:math id="M298" display="inline"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> pool of at least 1 kg m<inline-formula><mml:math id="M299" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>,
photosynthesis is downregulated by a scaling factor <inline-formula><mml:math id="M300" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula> in the following year
(Eq. <xref ref-type="disp-formula" rid="Ch1.E21"/>). At the end of the year, the newly acquired
carbon (NPP) and the <inline-formula><mml:math id="M301" display="inline"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">excess</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are allocated to the plant
organs according to the usual allocation rules. If all carbon can be
allocated within allowed compartment-specific C : N ratios, the
<inline-formula><mml:math id="M302" display="inline"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">excess</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> pool is empty afterwards and photosynthesis is no
longer downregulated.

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M303" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E21"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi>s</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mtext>M</mml:mtext></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi>f</mml:mi><mml:mrow><mml:mi>f</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mtext>M</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo><mml:mo movablelimits="false">min⁡</mml:mo><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">sapwood</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">excess</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="normal">NC</mml:mi><mml:mrow><mml:mi mathvariant="normal">leaf</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">low</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

            where <inline-formula><mml:math id="M304" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>M</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula> is the Michaelis constant of the Michaelis–Menten
kinetics and <inline-formula><mml:math id="M305" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is the relative C : N ratio of sapwood with respect to
leaves.</p>
      <p id="d1e5769">Similar to water stress, we assume that plants allocate more biomass to roots
under <inline-formula><mml:math id="M306" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation. For this, the leaf to root mass ratio
(<inline-formula><mml:math id="M307" display="inline"><mml:mi mathvariant="normal">lmtorm</mml:mi></mml:math></inline-formula>) is modified by the minimum of the <inline-formula><mml:math id="M308" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation
factor <inline-formula><mml:math id="M309" display="inline"><mml:mrow><mml:msub><mml:mi>v</mml:mi><mml:mi mathvariant="normal">scal</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and the water limitation factor <inline-formula><mml:math id="M310" display="inline"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mi mathvariant="normal">scal</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.
Both factors are computed as growing season means with daily updates, i.e.,
for the entire calendar year for natural vegetation, between harvest events
for managed grasslands, and since sowing for crops.</p>
      <p id="d1e5817">LPJmL employs PFT-specific turnover rates for living leaves and fine roots.
At turnover the corresponding amount of carbon is moved into the litter
pools, whereas not all of the associated <inline-formula><mml:math id="M311" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> is disposed of but remains in
the plant. We assume that grasses and deciduous trees recover
<inline-formula><mml:math id="M312" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">turn</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">70</mml:mn></mml:mrow></mml:math></inline-formula> % of their <inline-formula><mml:math id="M313" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> upon biomass turnover, whereas
evergreen trees only recover <inline-formula><mml:math id="M314" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mi mathvariant="normal">turn</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula> %. At turnover sapwood
carbon is transformed into heartwood carbon. Not all nitrogen from sapwood
turnover goes into heartwood, and only a fraction <inline-formula><mml:math id="M315" display="inline"><mml:mrow><mml:msub><mml:mi>f</mml:mi><mml:mi mathvariant="normal">heartwood</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.7</mml:mn></mml:mrow></mml:math></inline-formula>
of nitrogen is transformed.</p>
</sec>
<sec id="Ch1.S2.SS6">
  <title>Nitrogen transformation in soils</title>
      <p id="d1e5887">Nitrogen occurs in soils in different reactive forms, mainly the organic forms
nitrate (<inline-formula><mml:math id="M316" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>) and ammonium (<inline-formula><mml:math id="M317" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>), which are represented
by different pools in LPJmL5.0. Transformations between different forms of
<inline-formula><mml:math id="M318" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> in the soil are represented by mineralization, immobilization,
nitrification, and denitrification and are simulated in sequential order.
Each soil and litter pool consists of carbon and nitrogen stocks and the
resulting C : N ratios are flexible. Losses from the soil are represented
by the implemented nitrification, leaching, denitrification, and
volatilization processes. The corresponding pools and fluxes are depicted in
Fig. <xref ref-type="fig" rid="Ch1.F3"/> and described, including their parameterization
(see Table S2), in this section.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F3" specific-use="star"><caption><p id="d1e5928">Nitrogen transformations and losses in soils. Pools and fluxes are
denoted by boxes and arrows, respectively.</p></caption>
          <?xmltex \igopts{width=341.433071pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f03.pdf"/>

        </fig>

<sec id="Ch1.S2.SS6.SSS1">
  <title>Mineralization of nitrogen</title>
      <p id="d1e5942">The mineralization of <inline-formula><mml:math id="M319" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> from soil organic matter and the decomposition of
litter pools follow that of carbon as described by
<xref ref-type="bibr" rid="bib1.bibx89" id="text.69"/>. First, for each soil layer the fluxes of
carbon from the soil into the atmosphere are calculated and the respective
fluxes of <inline-formula><mml:math id="M320" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>, reflecting the actual C : N ratios of the material, are
transferred to the <inline-formula><mml:math id="M321" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> soil pool of the corresponding soil layer.</p>
      <p id="d1e5977">Fluxes (<inline-formula><mml:math id="M322" display="inline"><mml:mi>F</mml:mi></mml:math></inline-formula>) of carbon and nitrogen for slow (<inline-formula><mml:math id="M323" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula>) and fast (<inline-formula><mml:math id="M324" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula>) pools (<inline-formula><mml:math id="M325" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>)
depend on parameters <inline-formula><mml:math id="M326" display="inline"><mml:mrow><mml:msubsup><mml:mi>k</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mn mathvariant="normal">10</mml:mn></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.03</mml:mn></mml:mrow></mml:math></inline-formula>,
<inline-formula><mml:math id="M327" display="inline"><mml:mrow><mml:msubsup><mml:mi>k</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mn mathvariant="normal">10</mml:mn></mml:mrow><mml:mi>s</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.001</mml:mn></mml:mrow></mml:math></inline-formula> (per year), and <inline-formula><mml:math id="M328" display="inline"><mml:mrow><mml:mi>R</mml:mi><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>M</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> as a function of
temperature (<inline-formula><mml:math id="M329" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula>) and soil moisture (<inline-formula><mml:math id="M330" display="inline"><mml:mi>M</mml:mi></mml:math></inline-formula>) per soil layer (<inline-formula><mml:math id="M331" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula>).

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M332" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E22"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi>F</mml:mi><mml:mi>l</mml:mi><mml:mi>x</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:mo movablelimits="false">max⁡</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:msubsup><mml:mi>P</mml:mi><mml:mi>l</mml:mi><mml:mi>x</mml:mi></mml:msubsup><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>exp⁡</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:msubsup><mml:mi>k</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mn mathvariant="normal">10</mml:mn></mml:mrow><mml:mi>x</mml:mi></mml:msubsup><mml:mo>⋅</mml:mo><mml:mi>R</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>x</mml:mi><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>∈</mml:mo><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>(</mml:mo><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>f</mml:mi><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

              where

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M333" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E23"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi>R</mml:mi><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:msub><mml:mi>T</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.04021601</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5.00505434</mml:mn><mml:mo>⋅</mml:mo><mml:msubsup><mml:mi>M</mml:mi><mml:mi>l</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msubsup></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>+</mml:mo><mml:mn mathvariant="normal">4.26937932</mml:mn><mml:mo>⋅</mml:mo><mml:msubsup><mml:mi>M</mml:mi><mml:mi>l</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msubsup><mml:mo>+</mml:mo><mml:mn mathvariant="normal">0.71890122</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mi>l</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>.</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

              The mineralization of soil <inline-formula><mml:math id="M334" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>, N<inline-formula><mml:math id="M335" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, in
soil layer <inline-formula><mml:math id="M336" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> is given by
              <disp-formula id="Ch1.E24" content-type="numbered"><mml:math id="M337" display="block"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mi>F</mml:mi><mml:mi>l</mml:mi><mml:mi>f</mml:mi></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi>F</mml:mi><mml:mi>l</mml:mi><mml:mi>s</mml:mi></mml:msubsup><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
           <?pagebreak page2795?> Whereas the mineralization fluxes of carbon go completely to the atmosphere
as <inline-formula><mml:math id="M338" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">CO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>, mineralized <inline-formula><mml:math id="M339" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> goes to the mineral pools, where it is
subject to further transformation <xref ref-type="bibr" rid="bib1.bibx78" id="paren.70"/>.</p>
      <p id="d1e6393">The decomposition of <inline-formula><mml:math id="M340" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> in soil organic material (N<inline-formula><mml:math id="M341" display="inline"><mml:msub><mml:mi/><mml:mi mathvariant="normal">decom</mml:mi></mml:msub></mml:math></inline-formula>)
consists of a mineralization part (<inline-formula><mml:math id="M342" display="inline"><mml:mrow><mml:msub><mml:mi>A</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.6</mml:mn></mml:mrow></mml:math></inline-formula>, dimensionless) that forms
<inline-formula><mml:math id="M343" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and a humification part <inline-formula><mml:math id="M344" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, in which organic <inline-formula><mml:math id="M345" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
from the litter pool is transferred to the soil pools. The humification flux
is divided into fluxes to slow (<inline-formula><mml:math id="M346" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula>) and fast (<inline-formula><mml:math id="M347" display="inline"><mml:mi>f</mml:mi></mml:math></inline-formula>) <inline-formula><mml:math id="M348" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> soil pools (<inline-formula><mml:math id="M349" display="inline"><mml:mi>P</mml:mi></mml:math></inline-formula>)
for which the parameter <inline-formula><mml:math id="M350" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.98</mml:mn></mml:mrow></mml:math></inline-formula> (dimensionless) specifies the portion that
goes to the fast soil pool.

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M351" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E25"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>+</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">decom</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msubsup><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">shift</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E26"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>s</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:msubsup><mml:mo>+</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">decom</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msubsup><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">shift</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:msubsup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

              where the annual shift rates N<inline-formula><mml:math id="M352" display="inline"><mml:mrow><mml:msubsup><mml:mi/><mml:mrow><mml:mi mathvariant="normal">shift</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mrow><mml:mi>s</mml:mi><mml:mo>,</mml:mo><mml:mi>f</mml:mi></mml:mrow></mml:msubsup></mml:mrow></mml:math></inline-formula> describe the
organic matter input from the different PFTs into the respective layer due to
cryoturbation and bioturbation <xref ref-type="bibr" rid="bib1.bibx89" id="paren.71"/>.</p>
      <p id="d1e6719">Net mineralized material N<inline-formula><mml:math id="M353" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">litter</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> is

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M354" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E27"><mml:mtd/><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">litter</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>A</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mi mathvariant="normal">decom</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mfenced close=")" open="("><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msubsup><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">shift</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>+</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msubsup><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">shift</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mi>s</mml:mi></mml:msubsup></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

              which adds <inline-formula><mml:math id="M355" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> to an intermediate <inline-formula><mml:math id="M356" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> mineralization pool
              <disp-formula id="Ch1.E28" content-type="numbered"><mml:math id="M357" display="block"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">litter</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
            In contrast to <xref ref-type="bibr" rid="bib1.bibx78" id="text.72"/> in which 20 % of this pool is
directly nitrified to <inline-formula><mml:math id="M358" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, we follow <xref ref-type="bibr" rid="bib1.bibx94" id="text.73"/>
and transfer all mineralized <inline-formula><mml:math id="M359" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> to the <inline-formula><mml:math id="M360" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> pool.
              <disp-formula id="Ch1.E29" content-type="numbered"><mml:math id="M361" display="block"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">miner</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS6.SSS2">
  <title>Nitrogen immobilization</title>
      <?pagebreak page2796?><p id="d1e7017">Immobilization, i.e., the transformation of mineral <inline-formula><mml:math id="M362" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> to organic
<inline-formula><mml:math id="M363" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> in soils, is determined per soil layer directly after soil and
litter mineralization, following the LM3V land model described by
<xref ref-type="bibr" rid="bib1.bibx36" id="text.74"/>. If available mineral soil <inline-formula><mml:math id="M364" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> is
constraining immobilization, mineral <inline-formula><mml:math id="M365" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> is first immobilized into the
fast soil pool and then into the slow soil pool. The immobilized <inline-formula><mml:math id="M366" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>,
N<inline-formula><mml:math id="M367" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">immo</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>, is calculated according to

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M368" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E30"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">immo</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>A</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mo>⋅</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">decom</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi mathvariant="normal">CN</mml:mi><mml:mi mathvariant="normal">soil</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">decom</mml:mi></mml:msub></mml:mrow></mml:mfenced></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>⋅</mml:mo><mml:msubsup><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">shift</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>⋅</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">sum</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mtext>N</mml:mtext></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">sum</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

              where <inline-formula><mml:math id="M369" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">CN</mml:mi><mml:mi mathvariant="normal">soil</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the desired soil C : N ratio of 15
(dimensionless) for all soil types, <inline-formula><mml:math id="M370" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the soil depth
of layer <inline-formula><mml:math id="M371" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> in meters, <inline-formula><mml:math id="M372" display="inline"><mml:mrow><mml:msub><mml:mi>k</mml:mi><mml:mtext>N</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> (g N m<inline-formula><mml:math id="M373" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) is the half-saturation concentration for immobilization in soils
<xref ref-type="bibr" rid="bib1.bibx36" id="paren.75"/>, and N<inline-formula><mml:math id="M374" display="inline"><mml:mrow><mml:msubsup><mml:mi/><mml:mrow><mml:mi mathvariant="normal">shift</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mi>f</mml:mi></mml:msubsup></mml:mrow></mml:math></inline-formula> is the parameter
that determines the distribution of the humified organic matter in the
topsoil to the different soil layers <inline-formula><mml:math id="M375" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx89" id="paren.76"/>.
The available mineral <inline-formula><mml:math id="M376" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> in the soil layer <inline-formula><mml:math id="M377" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> (N<inline-formula><mml:math id="M378" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">sum</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula> in
g N m<inline-formula><mml:math id="M379" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) is the sum of <inline-formula><mml:math id="M380" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M381" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>.
              <disp-formula id="Ch1.E31" content-type="numbered"><mml:math id="M382" display="block"><mml:mrow><mml:msub><mml:mtext>N</mml:mtext><mml:mrow><mml:mi mathvariant="normal">sum</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></disp-formula></p>
      <p id="d1e7452">The immobilized <inline-formula><mml:math id="M383" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> (N<inline-formula><mml:math id="M384" display="inline"><mml:msub><mml:mi/><mml:mrow><mml:mi mathvariant="normal">immo</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:math></inline-formula>) is added to the fast soil
<inline-formula><mml:math id="M385" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pool of layer <inline-formula><mml:math id="M386" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> and subtracted from the <inline-formula><mml:math id="M387" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and
<inline-formula><mml:math id="M388" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> pools.

                  <disp-formula id="Ch1.E32" content-type="numbered"><mml:math id="M389" display="block"><mml:mstyle class="stylechange" displaystyle="true"/><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mi>f</mml:mi></mml:msubsup><mml:mo>+</mml:mo><mml:mo movablelimits="false">min⁡</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">immo</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">sum</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula>

            <?xmltex \hack{\newpage}?>

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M390" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E33"><mml:mtd/><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>=</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><?xmltex \hack{\hspace*{7mm}}?><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>⋅</mml:mo><mml:mo movablelimits="false">min⁡</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">immo</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">sum</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr><mml:mlabeledtr id="Ch1.E34"><mml:mtd/><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>=</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><?xmltex \hack{\hspace*{7mm}}?><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>-</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>⋅</mml:mo><mml:mo movablelimits="false">min⁡</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">immo</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mrow><mml:mi mathvariant="normal">sum</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

              The immobilization into the slow soil <inline-formula><mml:math id="M391" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pool
(<inline-formula><mml:math id="M392" display="inline"><mml:mrow><mml:msubsup><mml:mi>P</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mi>s</mml:mi></mml:msubsup></mml:mrow></mml:math></inline-formula>) is computed accordingly as in
Eq. (<xref ref-type="disp-formula" rid="Ch1.E30"/>) but with <inline-formula><mml:math id="M393" display="inline"><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> instead of <inline-formula><mml:math id="M394" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi>f</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<sec id="Ch1.S2.SS6.SSS3">
  <title>Nitrification</title>
      <p id="d1e7911">Nitrogen fluxes from nitrification in the soil are modeled modified after
<xref ref-type="bibr" rid="bib1.bibx78" id="text.77"/> with the schematic representation of a series
of pipes for the main flow from <inline-formula><mml:math id="M395" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> over <inline-formula><mml:math id="M396" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> to
<inline-formula><mml:math id="M397" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> from which <inline-formula><mml:math id="M398" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> leaks in between. As suggested by
<xref ref-type="bibr" rid="bib1.bibx78" id="text.78"><named-content content-type="post">Eq. 2</named-content></xref>, nitrification is computed as a
fixed fraction of the mineralization flux (see Sect. <xref ref-type="sec" rid="Ch1.S2.SS6.SSS1"/>)
and an explicit transformation flux <inline-formula><mml:math id="M399" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> from ammonium to
nitrate in g N m<inline-formula><mml:math id="M400" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M401" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, which is described here.
              <disp-formula id="Ch1.E35" content-type="numbered"><mml:math id="M402" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mo>max⁡</mml:mo></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="normal">pH</mml:mi><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M403" display="inline"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> is the model-derived soil ammonium
concentration (g N m<inline-formula><mml:math id="M404" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), <inline-formula><mml:math id="M405" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mo>max⁡</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula> is the maximum nitrification rate
of <inline-formula><mml:math id="M406" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> (<inline-formula><mml:math id="M407" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mo>max⁡</mml:mo></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.1</mml:mn></mml:mrow></mml:math></inline-formula> d<inline-formula><mml:math id="M408" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), <inline-formula><mml:math id="M409" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is
the limiting function for temperature, and <inline-formula><mml:math id="M410" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> the
corresponding limiting function for water saturation <inline-formula><mml:math id="M411" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>.
<xref ref-type="bibr" rid="bib1.bibx78" id="text.79"/> show nitrification rates after data from
<xref ref-type="bibr" rid="bib1.bibx57" id="text.80"/> in Table 3 without a formula. Using these
data from three different sites in the US, Canada, and Australia, we fitted a
bell-shaped function for the temperature dependence:
              <disp-formula id="Ch1.E36" content-type="numbered"><mml:math id="M412" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi>exp⁡</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:mi>a</mml:mi><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>/</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>⋅</mml:mo><mml:msup><mml:mi>b</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msup><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M413" display="inline"><mml:mrow><mml:mi>a</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">18.79</mml:mn></mml:mrow></mml:math></inline-formula> <inline-formula><mml:math id="M414" display="inline"><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:math></inline-formula>C and <inline-formula><mml:math id="M415" display="inline"><mml:mrow><mml:mi>b</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5.26</mml:mn></mml:mrow></mml:math></inline-formula> give the best fist to the data (see
Fig. S3). The function is also applicable for negative values.</p>
      <p id="d1e8380">The soil water response function <inline-formula><mml:math id="M416" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mi mathvariant="normal">sat</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is parameterized
according to <xref ref-type="bibr" rid="bib1.bibx21" id="text.81"/> as described in
<xref ref-type="bibr" rid="bib1.bibx77" id="text.82"/>:

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M417" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E37"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">1</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mo>(</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:msup></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mo>⋅</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msup><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi>c</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub></mml:mrow></mml:msup><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

              where <inline-formula><mml:math id="M418" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the water-filled pore space of soil layer <inline-formula><mml:math id="M419" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula>,
and
parameters <inline-formula><mml:math id="M420" display="inline"><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M421" display="inline"><mml:mrow><mml:msub><mml:mi>d</mml:mi><mml:mi mathvariant="normal">nit</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are given for sandy and
medium soil (Table S2).</p>
      <?pagebreak page2797?><p id="d1e8620">This soil pH function is based on <xref ref-type="bibr" rid="bib1.bibx77" id="text.83"/>.
              <disp-formula id="Ch1.E38" content-type="numbered"><mml:math id="M422" display="block"><mml:mrow><mml:mi>F</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="normal">pH</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.56</mml:mn><mml:mo>+</mml:mo><mml:mi>arctan⁡</mml:mi><mml:mo>(</mml:mo><mml:mi mathvariant="italic">π</mml:mi><mml:mo>⋅</mml:mo><mml:mn mathvariant="normal">0.45</mml:mn><mml:mo>⋅</mml:mo><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn><mml:mo>+</mml:mo><mml:mi mathvariant="normal">pH</mml:mi><mml:mo>)</mml:mo><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mi mathvariant="italic">π</mml:mi></mml:mrow></mml:math></disp-formula>
            Soil pH values are taken from the WISE data set <xref ref-type="bibr" rid="bib1.bibx7" id="paren.84"/>. Part of the
<inline-formula><mml:math id="M423" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> during nitrification is lost to the atmosphere as nitrous oxide
(<inline-formula><mml:math id="M424" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula>). <xref ref-type="bibr" rid="bib1.bibx78" id="text.85"/> assume that the <inline-formula><mml:math id="M425" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> flux
<inline-formula><mml:math id="M426" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> (in g N m<inline-formula><mml:math id="M427" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M428" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) is proportional to the
nitrification rate with
              <disp-formula id="Ch1.E39" content-type="numbered"><mml:math id="M429" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M430" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is the fraction of nitrified <inline-formula><mml:math id="M431" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> lost as <inline-formula><mml:math id="M432" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> flux (<inline-formula><mml:math id="M433" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn></mml:mrow></mml:math></inline-formula>). Finally, soil <inline-formula><mml:math id="M434" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M435" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> are updated
accordingly.

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M436" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E40"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E41"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>-</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS6.SSS4">
  <title>Denitrification</title>
      <p id="d1e9032">The reduction of <inline-formula><mml:math id="M437" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M438" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M439" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is determined
for each soil layer using the implementation in SWIM <xref ref-type="bibr" rid="bib1.bibx47" id="paren.86"/>.
              <disp-formula id="Ch1.E42" content-type="numbered"><mml:math id="M440" display="block"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mrow><mml:mi mathvariant="normal">org</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M441" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the water response function and <inline-formula><mml:math id="M442" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>C</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>
the soil temperature and carbon reaction function. The water response
function depends on the water-filled pore space <inline-formula><mml:math id="M443" display="inline"><mml:mrow><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in the
following way.
              <disp-formula id="Ch1.E43" content-type="numbered"><mml:math id="M444" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">6.664096</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:msup><mml:mo>⋅</mml:mo><mml:mi>exp⁡</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">21.12912</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mi>W</mml:mi><mml:mrow><mml:mi mathvariant="normal">sat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></disp-formula>
            The water response function shows a qualitatively similar behavior to
Eq. (151) from SWIM while ensuring continuity (see Fig. S4). Parameters are
fitted and adjusted so that for full soil water saturation, the value is not
greater than 1. The soil temperature and carbon reaction function is
parameterized according to
              <disp-formula id="Ch1.E44" content-type="numbered"><mml:math id="M445" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mrow><mml:mi mathvariant="normal">org</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>exp⁡</mml:mi><mml:mo>(</mml:mo><mml:mo>-</mml:mo><mml:mi mathvariant="normal">CDN</mml:mi><mml:mo>⋅</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mrow><mml:mi mathvariant="normal">org</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M446" display="inline"><mml:mrow><mml:mi mathvariant="normal">CDN</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1.4</mml:mn></mml:mrow></mml:math></inline-formula> is the shape coefficient <xref ref-type="bibr" rid="bib1.bibx2" id="paren.87"/>,
<inline-formula><mml:math id="M447" display="inline"><mml:mrow><mml:msub><mml:mtext>C</mml:mtext><mml:mrow><mml:mi mathvariant="normal">org</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the sum of the fast and slow <inline-formula><mml:math id="M448" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:math></inline-formula> pools,
and <inline-formula><mml:math id="M449" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is the soil temperature reaction function.
<inline-formula><mml:math id="M450" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> is replaced by Eq. (C5) from
<xref ref-type="bibr" rid="bib1.bibx98" id="text.88"/>, which is only valid for positive
<inline-formula><mml:math id="M451" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>. The original function from the soil and water
assessment tool (SWAT) approaches 1 for high temperatures, whereas the
function from Smith declines, which seems more sensible. Equation (C5) of
<xref ref-type="bibr" rid="bib1.bibx98" id="text.89"/> is taken from <xref ref-type="bibr" rid="bib1.bibx16" id="text.90"/>.

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M452" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E45"><mml:mtd/><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>F</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mfenced close="" open="{"><mml:mtable class="array" rowspacing="5.690551pt 0.2ex 5.690551pt" columnalign="left left"><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0.0326</mml:mn></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace linebreak="nobreak" width="0.25em"/><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>≤</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:mn mathvariant="normal">0.0326</mml:mn><mml:mo>+</mml:mo><mml:mn mathvariant="normal">0.00351</mml:mn><mml:mo>⋅</mml:mo><mml:msubsup><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mn mathvariant="normal">1.652</mml:mn></mml:msubsup></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mn mathvariant="normal">0</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi><mml:mo>&lt;</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">45.9</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><?xmltex \hack{\hspace*{2mm}}?><mml:mo>-</mml:mo><mml:msup><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mn mathvariant="normal">41.748</mml:mn></mml:mfrac></mml:mstyle></mml:mfenced><mml:mn mathvariant="normal">7.19</mml:mn></mml:msup></mml:mrow></mml:mtd><mml:mtd/></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace linebreak="nobreak" width="0.25em"/><mml:msub><mml:mi>T</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>≥</mml:mo><mml:mn mathvariant="normal">45.9</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mi mathvariant="normal">C</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
      <p id="d1e9683"><xref ref-type="bibr" rid="bib1.bibx9" id="text.91"/> assume that the <inline-formula><mml:math id="M453" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> flux from
<inline-formula><mml:math id="M454" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M455" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> (in g N m<inline-formula><mml:math id="M456" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M457" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), is proportional
to the denitrification rate <inline-formula><mml:math id="M458" display="inline"><mml:mrow><mml:msub><mml:mi>D</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> with
              <disp-formula id="Ch1.E46" content-type="numbered"><mml:math id="M459" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mi mathvariant="normal">mx</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M460" display="inline"><mml:mrow><mml:msub><mml:mi>r</mml:mi><mml:mi mathvariant="normal">mx</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.11</mml:mn></mml:mrow></mml:math></inline-formula> is the fraction of denitrified <inline-formula><mml:math id="M461" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> lost as
<inline-formula><mml:math id="M462" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> flux. The <inline-formula><mml:math id="M463" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> flux <inline-formula><mml:math id="M464" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is then derived by
              <disp-formula id="Ch1.E47" content-type="numbered"><mml:math id="M465" display="block"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>r</mml:mi><mml:mi mathvariant="normal">mx</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
            The soil <inline-formula><mml:math id="M466" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> pools have to be reduced by the denitrification flux.
              <disp-formula id="Ch1.E48" content-type="numbered"><mml:math id="M467" display="block"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>-</mml:mo><mml:msub><mml:mi>D</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS6.SSS5">
  <title>Nitrogen leaching and movement</title>
      <p id="d1e10003">Nitrate movement with water fluxes is simulated as in SWAT
<xref ref-type="bibr" rid="bib1.bibx63 bib1.bibx64" id="paren.92"/>. Nitrate is assumed to be fully
dissolved in water and moves with surface runoff, lateral runoff, and
percolation water. To compute the amount of nitrate transported with the
water from a soil layer, we first calculate the concentration of nitrate in
the mobile water. This concentration is then multiplied by the volume of
surface runoff, lateral runoff, or percolation water between soil layers or
into the aquifer. The amount of nitrate leached depends on the
climatic and soil conditions and on the type and intensity of soil management
(e.g., plant cover, soil treatment, fertilization).</p>
      <p id="d1e10009">The concentration of nitrate in the mobile water
<inline-formula><mml:math id="M468" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">conc</mml:mi><mml:mrow><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mo>,</mml:mo><mml:mi mathvariant="normal">mobile</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in layer <inline-formula><mml:math id="M469" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula>
(kg N m<inline-formula><mml:math id="M470" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) is
              <disp-formula id="Ch1.E49" content-type="numbered"><mml:math id="M471" display="block"><mml:mrow><mml:msub><mml:mi mathvariant="normal">conc</mml:mi><mml:mrow><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mo>,</mml:mo><mml:mi mathvariant="normal">mobile</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>⋅</mml:mo><mml:mfenced open="(" close=")"><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi>exp⁡</mml:mi><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:mo>-</mml:mo><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">mobile</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="normal">SAT</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced></mml:mrow></mml:mfenced></mml:mrow><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">mobile</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M472" display="inline"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> is the content of nitrate in layer
<inline-formula><mml:math id="M473" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> (g N m<inline-formula><mml:math id="M474" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), <inline-formula><mml:math id="M475" display="inline"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mi mathvariant="normal">mobile</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the amount of mobile water in
the layer (mm), <inline-formula><mml:math id="M476" display="inline"><mml:mrow><mml:mi mathvariant="italic">θ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.4</mml:mn></mml:mrow></mml:math></inline-formula> is the fraction of porosity from which anions
are excluded <xref ref-type="bibr" rid="bib1.bibx63" id="paren.93"><named-content content-type="pre">0.5 in</named-content></xref>, and <inline-formula><mml:math id="M477" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SAT</mml:mi><mml:mi>l</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is
the saturated water content of the soil layer (mm).</p>
      <p id="d1e10242">The mobile water <inline-formula><mml:math id="M478" display="inline"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">mobile</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> in the layer <inline-formula><mml:math id="M479" display="inline"><mml:mi>l</mml:mi></mml:math></inline-formula> is the amount of
water lost by surface runoff, lateral flow, and percolation:
              <disp-formula id="Ch1.E50" content-type="numbered"><mml:math id="M480" display="block"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">mobile</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mfenced open="{" close=""><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">surf</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>l</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M481" display="inline"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">surf</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the surface runoff (only in the topsoil layer; mm),
<inline-formula><mml:math id="M482" display="inline"><mml:mrow><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the water discharged from the layer by lateral flow
(mm), and <inline-formula><mml:math id="M483" display="inline"><mml:mrow><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the amount of water percolating to the
underlying soil layer on a given day.</p>
      <?pagebreak page2798?><p id="d1e10421">Finally, the amount of nitrate that is removed with surface runoff
<inline-formula><mml:math id="M484" display="inline"><mml:mrow><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mi mathvariant="normal">surf</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and lateral flow
<inline-formula><mml:math id="M485" display="inline"><mml:mrow><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is calculated as

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M486" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E51"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mi mathvariant="normal">surf</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="normal">conc</mml:mi><mml:mrow><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mo>,</mml:mo><mml:mi mathvariant="normal">mobile</mml:mi></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mi mathvariant="normal">surf</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E52"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi mathvariant="normal">conc</mml:mi><mml:mrow><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mo>,</mml:mo><mml:mi mathvariant="normal">mobile</mml:mi></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

              for the top layer and
              <disp-formula id="Ch1.E53" content-type="numbered"><mml:math id="M487" display="block"><mml:mrow><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="normal">conc</mml:mi><mml:mrow><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mo>,</mml:mo><mml:mi mathvariant="normal">mobile</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>Q</mml:mi><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></disp-formula>
            for the lower soil layers, where <inline-formula><mml:math id="M488" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the nitrate
percolation coefficient. It controls the amount of <inline-formula><mml:math id="M489" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> removed
from the surface layer in runoff relative to the amount removed via
percolation <xref ref-type="bibr" rid="bib1.bibx63" id="paren.94"/>. The value for <inline-formula><mml:math id="M490" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula>
can range from <inline-formula><mml:math id="M491" display="inline"><mml:mn mathvariant="normal">0.01</mml:mn></mml:math></inline-formula> to <inline-formula><mml:math id="M492" display="inline"><mml:mn mathvariant="normal">1.0</mml:mn></mml:math></inline-formula>. For <inline-formula><mml:math id="M493" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>→</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula>, the
concentration of nitrate in the runoff approaches 0. For
<inline-formula><mml:math id="M494" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1.0</mml:mn></mml:mrow></mml:math></inline-formula>, surface runoff has the same concentration of
nitrate as the percolating water. We choose for <inline-formula><mml:math id="M495" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">β</mml:mi><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> a
value of <inline-formula><mml:math id="M496" display="inline"><mml:mn mathvariant="normal">0.4</mml:mn></mml:math></inline-formula>.</p>
      <p id="d1e10792">Nitrate moved to the lower soil layer with percolation
<inline-formula><mml:math id="M497" display="inline"><mml:mrow><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is calculated as
              <disp-formula id="Ch1.E54" content-type="numbered"><mml:math id="M498" display="block"><mml:mrow><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="normal">conc</mml:mi><mml:mrow><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mo>,</mml:mo><mml:mi mathvariant="normal">mobile</mml:mi></mml:mrow></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>w</mml:mi><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula>
            <inline-formula><mml:math id="M499" display="inline"><mml:mrow><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is subtracted from the current <inline-formula><mml:math id="M500" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> in
the soil layer and added to the <inline-formula><mml:math id="M501" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> pool of the following soil
layer.

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M502" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E55"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>=</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><?xmltex \hack{\hbox\bgroup\fontsize{9.5}{9.5}\selectfont$\displaystyle}?><mml:mfenced close="" open="{"><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>-</mml:mo><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mi mathvariant="normal">surf</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">perc</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow><mml:mrow><mml:mi mathvariant="normal">lat</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext>for</mml:mtext><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mi>l</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mfenced><?xmltex \hack{$\egroup}?></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula></p>
</sec>
<sec id="Ch1.S2.SS6.SSS6">
  <title>Nitrogen volatilization</title>
      <p id="d1e11149">The volatilization of <inline-formula><mml:math id="M503" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> is parameterized according to
<xref ref-type="bibr" rid="bib1.bibx58" id="text.95"/>. A convective mass transfer model is applied
in which the flux varies with air temperature, air velocity over the surface,
and the <inline-formula><mml:math id="M504" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> concentration gradient between the ammonium
(<inline-formula><mml:math id="M505" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>) in solution and in the air:
              <disp-formula id="Ch1.E56" content-type="numbered"><mml:math id="M506" display="block"><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mtext>m</mml:mtext></mml:msub><mml:mo>⋅</mml:mo><mml:mfenced close=")" open="("><mml:mrow><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">gas</mml:mi></mml:msub></mml:mrow><mml:mo>-</mml:mo><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">air</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M507" display="inline"><mml:mrow><mml:msub><mml:mi>J</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the <inline-formula><mml:math id="M508" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> volatilization flux
(g NH<inline-formula><mml:math id="M509" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula>-N m<inline-formula><mml:math id="M510" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> s<inline-formula><mml:math id="M511" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), <inline-formula><mml:math id="M512" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mtext>m</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the convective mass
transfer coefficient (m s<inline-formula><mml:math id="M513" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), <inline-formula><mml:math id="M514" display="inline"><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">gas</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the concentration
of gaseous <inline-formula><mml:math id="M515" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in equilibrium with dissolved <inline-formula><mml:math id="M516" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in solution
(g NH<inline-formula><mml:math id="M517" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> <inline-formula><mml:math id="M518" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> N m<inline-formula><mml:math id="M519" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> air), and <inline-formula><mml:math id="M520" display="inline"><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">air</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the concentration of
<inline-formula><mml:math id="M521" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in ambient air (g NH<inline-formula><mml:math id="M522" display="inline"><mml:msub><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:math></inline-formula> <inline-formula><mml:math id="M523" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula> N m<inline-formula><mml:math id="M524" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> air), which is usually very
small and can be neglected. The convective mass transfer coefficient
<inline-formula><mml:math id="M525" display="inline"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mtext>m</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is a function of temperature <inline-formula><mml:math id="M526" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> (in K), air velocity <inline-formula><mml:math id="M527" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> (in
m s<inline-formula><mml:math id="M528" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>), and characteristic length <inline-formula><mml:math id="M529" display="inline"><mml:mi>L</mml:mi></mml:math></inline-formula> (m) of the emitting surface.
              <disp-formula id="Ch1.E57" content-type="numbered"><mml:math id="M530" display="block"><mml:mrow><mml:msub><mml:mi>h</mml:mi><mml:mtext>m</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.000612</mml:mn><mml:mo>⋅</mml:mo><mml:msup><mml:mi>U</mml:mi><mml:mn mathvariant="normal">0.8</mml:mn></mml:msup><mml:mo>⋅</mml:mo><mml:msup><mml:mi>T</mml:mi><mml:mn mathvariant="normal">0.382</mml:mn></mml:msup><mml:mo>⋅</mml:mo><mml:msup><mml:mi>L</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></disp-formula>
            The concentration of gaseous <inline-formula><mml:math id="M531" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in equilibrium with the dissolved
<inline-formula><mml:math id="M532" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> is determined using Henry's law. The Henry's law <inline-formula><mml:math id="M533" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>h</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula>
constant relates the concentration of dissolved <inline-formula><mml:math id="M534" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in water to an
equilibrium concentration of <inline-formula><mml:math id="M535" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> in the air.
              <disp-formula id="Ch1.E58" content-type="numbered"><mml:math id="M536" display="block"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>h</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">gas</mml:mi></mml:msub></mml:mrow><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">solution</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:math></disp-formula>
            The Henry's law constant <inline-formula><mml:math id="M537" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>h</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> can be parameterized as a function of
air temperature <inline-formula><mml:math id="M538" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">air</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (K).
              <disp-formula id="Ch1.E59" content-type="numbered"><mml:math id="M539" display="block"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>h</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mtext>h</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">air</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.2138</mml:mn><mml:mo>/</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">air</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mn mathvariant="normal">6.123</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1825</mml:mn><mml:mo>/</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">air</mml:mi></mml:msub></mml:mrow></mml:msup></mml:mrow></mml:math></disp-formula>
            The fraction of total ammoniacal <inline-formula><mml:math id="M540" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> present as <inline-formula><mml:math id="M541" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> can be
estimated using equilibrium thermodynamic principles:

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M542" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E60"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>f</mml:mi><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:msub><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">solution</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">solution</mml:mi></mml:msub></mml:mrow><mml:mo>+</mml:mo><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup><mml:msub><mml:mo>]</mml:mo><mml:mi mathvariant="normal">solution</mml:mi></mml:msub></mml:mrow></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E61"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msup><mml:mi mathvariant="normal">H</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>]</mml:mo></mml:mrow><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>a</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="normal">pH</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>a</mml:mtext></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

              where <inline-formula><mml:math id="M543" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>a</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the dissociation constant, <inline-formula><mml:math id="M544" display="inline"><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msup><mml:mi mathvariant="normal">H</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>]</mml:mo></mml:mrow></mml:math></inline-formula> is the proton
concentration in solution, and pH <inline-formula><mml:math id="M545" display="inline"><mml:mrow><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mi>log⁡</mml:mi><mml:mo>(</mml:mo><mml:mrow class="chem"><mml:mo>[</mml:mo><mml:msup><mml:mi mathvariant="normal">H</mml:mi><mml:mo>+</mml:mo></mml:msup><mml:mo>]</mml:mo></mml:mrow><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>. The dissociation
constant <inline-formula><mml:math id="M546" display="inline"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>a</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is parameterized as a function of temperature <inline-formula><mml:math id="M547" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> (K).
              <disp-formula id="Ch1.E62" content-type="numbered"><mml:math id="M548" display="block"><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>a</mml:mtext></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mtext>a</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mn mathvariant="normal">0.05</mml:mn><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2788</mml:mn><mml:mo>/</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:msup></mml:mrow></mml:math></disp-formula>
            Then the volatilization flux <inline-formula><mml:math id="M549" display="inline"><mml:mrow><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">vol</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> (in g N m<inline-formula><mml:math id="M550" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M551" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)
is calculated according to

                  <disp-formula specific-use="align" content-type="numbered"><mml:math id="M552" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E63"><mml:mtd/><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">vol</mml:mi></mml:msub><mml:mo>=</mml:mo></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:mspace width="0.25em" linebreak="nobreak"/><mml:mn mathvariant="normal">86</mml:mn><mml:mspace width="0.125em" linebreak="nobreak"/><mml:mn mathvariant="normal">400</mml:mn><mml:mo>⋅</mml:mo><mml:msub><mml:mi>h</mml:mi><mml:mtext>m</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:mi>U</mml:mi><mml:mo>,</mml:mo><mml:mi>T</mml:mi><mml:mo>,</mml:mo><mml:mi>L</mml:mi><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>K</mml:mi><mml:mtext>h</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mtr><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mspace linebreak="nobreak" width="0.25em"/><mml:mo>⋅</mml:mo><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">1</mml:mn><mml:mrow><mml:mn mathvariant="normal">1</mml:mn><mml:mo>+</mml:mo><mml:mstyle displaystyle="false"><mml:mfrac style="text"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mi mathvariant="normal">pH</mml:mi></mml:mrow></mml:msup></mml:mrow><mml:mrow><mml:msub><mml:mi>K</mml:mi><mml:mtext>a</mml:mtext></mml:msub><mml:mo>(</mml:mo><mml:mi>T</mml:mi><mml:mo>)</mml:mo></mml:mrow></mml:mfrac></mml:mstyle></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>⋅</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo mathsize="1.1em">/</mml:mo><mml:msub><mml:mi>d</mml:mi><mml:mrow><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>

              and soil <inline-formula><mml:math id="M553" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> is reduced in the top layer <inline-formula><mml:math id="M554" display="inline"><mml:mrow><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> accordingly:
              <disp-formula id="Ch1.E64" content-type="numbered"><mml:math id="M555" display="block"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>-</mml:mo><mml:msub><mml:mi>F</mml:mi><mml:mi mathvariant="normal">vol</mml:mi></mml:msub><mml:mo>.</mml:mo></mml:mrow></mml:math></disp-formula></p>
</sec>
</sec>
<sec id="Ch1.S2.SS7">
  <title>Nitrogen and fire</title>
      <p id="d1e12278">Fire creates emissions of <inline-formula><mml:math id="M556" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M557" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NO</mml:mi><mml:mtext mathvariant="italic">x</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> and leaves nutrient-rich ashes as well as charcoal. Following <xref ref-type="bibr" rid="bib1.bibx36" id="text.96"/>, the
flux of <inline-formula><mml:math id="M558" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> due to fire is divided between atmospheric emissions and ash
introduction to the nitrate pool of the upper soil layer
NO<inline-formula><mml:math id="M559" display="inline"><mml:mrow><mml:msubsup><mml:mi/><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>.

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M560" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E65"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">fire</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">fire</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">pool</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">pool</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E66"><mml:mtd/><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">emission</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>-</mml:mo><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">ash</mml:mi></mml:msub><mml:mo>)</mml:mo><mml:mo>⋅</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">fire</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E67"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle displaystyle="true" class="stylechange"/><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>-</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">ash</mml:mi></mml:msub><mml:mo>⋅</mml:mo><mml:msub><mml:mi>N</mml:mi><mml:mi mathvariant="normal">fire</mml:mi></mml:msub></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            Above, <inline-formula><mml:math id="M561" display="inline"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">ash</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.45</mml:mn></mml:mrow></mml:math></inline-formula> is the fraction of <inline-formula><mml:math id="M562" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> going into the topsoil layer <inline-formula><mml:math id="M563" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>.</p>
</sec>
<?pagebreak page2799?><sec id="Ch1.S2.SS8">
  <title>Biological N fixation</title>
      <p id="d1e12532">The biological fixation of <inline-formula><mml:math id="M564" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> occurs at all stands with an exception
for agricultural stands. There, it is applied only for the nodulating
leguminous crops pulses and soybean. For these two crops, biological
N fixation (BNF) is simply the difference between <inline-formula><mml:math id="M565" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> demand and
<inline-formula><mml:math id="M566" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> uptake, basically first using the easily plant-available <inline-formula><mml:math id="M567" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
from the soils and then fixing extra <inline-formula><mml:math id="M568" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> at no extra cost. For natural
vegetation and grasslands, the function from <xref ref-type="bibr" rid="bib1.bibx14" id="text.97"/> is
applied depending on the 20-year average annual evapotranspiration (<inline-formula><mml:math id="M569" display="inline"><mml:mi mathvariant="normal">etp</mml:mi></mml:math></inline-formula>; in mm yr<inline-formula><mml:math id="M570" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>). BNF (in g N m<inline-formula><mml:math id="M571" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M572" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) is
assumed to only occur if there is a minimum root biomass of
20 g C m<inline-formula><mml:math id="M573" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. All <inline-formula><mml:math id="M574" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> fixed by BNF is assumed to enter the system
as ammonium in the upper soil layer (<inline-formula><mml:math id="M575" display="inline"><mml:mrow><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula>).

                <disp-formula specific-use="align" content-type="numbered"><mml:math id="M576" display="block"><mml:mtable displaystyle="true"><mml:mlabeledtr id="Ch1.E68"><mml:mtd/><mml:mtd><mml:mstyle displaystyle="true" class="stylechange"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:mi mathvariant="normal">BNF</mml:mi><mml:mo>=</mml:mo><mml:mfenced open="{" close=""><mml:mtable class="array" columnalign="left left"><mml:mtr><mml:mtd><mml:mrow><mml:mo movablelimits="false">max⁡</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>,</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">0.0234</mml:mn><mml:mo>⋅</mml:mo><mml:mi mathvariant="normal">etp</mml:mi></mml:mrow></mml:mtd><mml:mtd><mml:mrow><mml:mtext>if</mml:mtext><mml:mspace linebreak="nobreak" width="0.25em"/><mml:msub><mml:mtext>C</mml:mtext><mml:mi mathvariant="normal">root</mml:mi></mml:msub><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">20</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">g</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">C</mml:mi><mml:mspace linebreak="nobreak" width="0.125em"/><mml:msup><mml:mi mathvariant="normal">m</mml:mi><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd><mml:mrow><?xmltex \hack{\hspace*{2mm}}?><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.172</mml:mn><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mn mathvariant="normal">10</mml:mn><mml:mo>/</mml:mo><mml:mn mathvariant="normal">365</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:mtd><mml:mtd/></mml:mtr><mml:mtr><mml:mtd><mml:mn mathvariant="normal">0</mml:mn></mml:mtd><mml:mtd><mml:mtext>otherwise</mml:mtext></mml:mtd></mml:mtr></mml:mtable></mml:mfenced></mml:mrow></mml:mtd></mml:mlabeledtr><mml:mlabeledtr id="Ch1.E69"><mml:mtd/><mml:mtd><mml:mstyle class="stylechange" displaystyle="true"/></mml:mtd><mml:mtd><mml:mrow><mml:mstyle class="stylechange" displaystyle="true"/><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>t</mml:mi><mml:mo>+</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>=</mml:mo><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn><mml:mo>,</mml:mo><mml:mi>t</mml:mi></mml:mrow><mml:mo>+</mml:mo></mml:msubsup><mml:mo>+</mml:mo><mml:mi mathvariant="normal">BNF</mml:mi></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            The function gives linearly increasing values that are positive for
<inline-formula><mml:math id="M577" display="inline"><mml:mrow><mml:mi mathvariant="normal">etp</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">7.35</mml:mn></mml:mrow></mml:math></inline-formula> and are set to zero otherwise. Note that in
<xref ref-type="bibr" rid="bib1.bibx116" id="text.98"/> this function is also cited in the Supplement but
with a positive intercept that is not the original equation from
<xref ref-type="bibr" rid="bib1.bibx14" id="text.99"/>.</p>
</sec>
<sec id="Ch1.S2.SS9">
  <title>Nitrogen fertilization of crops</title>
      <p id="d1e12839">Fertilizer is applied at sowing and when the amount of fertilizer is larger
than 5 g N m<inline-formula><mml:math id="M578" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>, only half of the fertilizer is applied at sowing. The
second application occurs when the phenological stage of the crop development (<inline-formula><mml:math id="M579" display="inline"><mml:mi mathvariant="normal">fphu</mml:mi></mml:math></inline-formula>) exceeds <inline-formula><mml:math id="M580" display="inline"><mml:mn mathvariant="normal">0.4</mml:mn></mml:math></inline-formula> to avoid large loss fluxes (leaching,
volatilization, nitrification, denitrification) when fertilizing large
amounts of <inline-formula><mml:math id="M581" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> at the beginning of the season.</p>
      <p id="d1e12876">Nitrogen fertilizer is assumed to be ammonium nitrate (<inline-formula><mml:math id="M582" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msub><mml:msub><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula>), so
half of the applied rate is put into the topsoil layer nitrate pool
(<inline-formula><mml:math id="M583" display="inline"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mrow><mml:mn mathvariant="normal">3</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>) and the other half into the topsoil
layer ammonium pool (<inline-formula><mml:math id="M584" display="inline"><mml:mrow><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>,</mml:mo><mml:mi mathvariant="normal">soil</mml:mi><mml:mo>,</mml:mo><mml:mi>l</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>).</p>
</sec>
</sec>
<sec id="Ch1.S3">
  <title>Model setup</title>
      <p id="d1e12954">For the assessment of model performance, we focus on the historic period
1901–2009. The spatial longitudinal–latitudinal resolution is <inline-formula><mml:math id="M585" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.5</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup><mml:mo>×</mml:mo><mml:mn mathvariant="normal">0.5</mml:mn><mml:msup><mml:mi/><mml:mo>∘</mml:mo></mml:msup></mml:mrow></mml:math></inline-formula>. We conduct six different sets of simulations, two
simulations with the carbon-only predecessor model version LPJmL3.5 and four
with the newly implemented nitrogen version LPJmL5.0. Both model versions are
used for a standard historic simulation with dynamic land use change,
referred to as <italic>LPJmL35</italic> and <italic>LPJmL5</italic>, respectively, and
for a simulation without human land use in which potential natural vegetation
(PNV) is simulated on the entire land surface. These runs are referred to as
<italic>LPJmL35-PNV</italic> and <italic>LPJmL5-PNV</italic>. For analyzing the current
<inline-formula><mml:math id="M586" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation, we also conduct a simulation with dynamic land use but
with unlimited <inline-formula><mml:math id="M587" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply (<italic>LPJmL5-nL</italic>) and one with no
fertilizer application (<italic>LPJmL5-nF</italic>). Unlimited N supply has been
modeled by a deposition rate of 1 Kg N m<inline-formula><mml:math id="M588" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> d<inline-formula><mml:math id="M589" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula> on every LPJ cell.</p>
<sec id="Ch1.S3.SS1">
  <title>Model input</title>
      <p id="d1e13041">Model simulations are driven with observational monthly input data on monthly
precipitation from the Global Precipitation Climatology Centre <xref ref-type="bibr" rid="bib1.bibx8" id="paren.100"><named-content content-type="pre">GPCC
Full Data Reanalysis version 7.0;</named-content></xref> and daily mean
temperatures from the Climatic Research Unit <xref ref-type="bibr" rid="bib1.bibx103 bib1.bibx38" id="paren.101"><named-content content-type="pre">CRU TS version
3.23;</named-content></xref>. Radiation data,
shortwave downward and net downward longwave, are provided by reanalysis data
from ERA-Interim <xref ref-type="bibr" rid="bib1.bibx20" id="paren.102"/>. Monthly precipitation is
allocated to individual days of the corresponding month by deriving the
number of wet days per month synthetically as suggested by
<xref ref-type="bibr" rid="bib1.bibx65" id="text.103"/>.</p>
      <p id="d1e13060">Land use input is derived from MIRCA2000 <xref ref-type="bibr" rid="bib1.bibx82" id="paren.104"/>
using the maximum monthly growing areas per crop and grid cell combined with
the extent of areas equipped for irrigation <xref ref-type="bibr" rid="bib1.bibx96" id="paren.105"/>.
HYDE3 <xref ref-type="bibr" rid="bib1.bibx45" id="paren.106"/> gives the relative changes in
cropland and pasture extent backward to 1700. Further information is given
by <xref ref-type="bibr" rid="bib1.bibx23" id="text.107"/>.</p>
      <p id="d1e13075">The global data set “Simulated Topological Network” (STN-30) drainage
direction map <xref ref-type="bibr" rid="bib1.bibx106" id="paren.108"/> gives the transport directions of
the river-routing scheme. We use the GRanD database
<xref ref-type="bibr" rid="bib1.bibx53" id="paren.109"/>, which provides detailed information on
water reservoirs that includes information on storage capacity, total area,
and main purpose. Furthermore, information on natural lakes is obtained from
<xref ref-type="bibr" rid="bib1.bibx52" id="text.110"/>.</p>
      <p id="d1e13087">Nitrogen deposition is based on the ACCMIP database
<xref ref-type="bibr" rid="bib1.bibx49" id="paren.111"/> for <inline-formula><mml:math id="M590" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M591" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>
separately, which is applied daily to the corresponding mineral <inline-formula><mml:math id="M592" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
pools of the topsoil layer. Dry and wet deposition are not distinguished.
Soil pH data are taken from the WISE data set <xref ref-type="bibr" rid="bib1.bibx7" id="paren.112"/>. Fertilizer
data are crop specific, but static in time. We use the data supplied by the
Global Gridded Crop Model Intercomparison <xref ref-type="bibr" rid="bib1.bibx22" id="paren.113"><named-content content-type="pre">GGCMI
phase 1;</named-content></xref>, which is based on gridded mineral fertilizer
data <xref ref-type="bibr" rid="bib1.bibx59" id="paren.114"/> and manure data
<xref ref-type="bibr" rid="bib1.bibx84" id="paren.115"/> from which 60 % are assumed to be plant
available and thus included, whereas the remainder are ignored and
not included in <xref ref-type="bibr" rid="bib1.bibx22" id="text.116"/>.</p>
</sec>
<sec id="Ch1.S3.SS2">
  <title>Model initialization, spin-up, and equilibration of soil</title>
      <p id="d1e13151">All carbon and water pools are initialized to zero except soil water, soil
carbon, and soil temperatures, which are computed from a 30-year averaged
climate. Then a spin-up<?pagebreak page2800?> simulation of 5000 years is performed to bring
permafrost extent, vegetation patterns, and carbon stocks into dynamic
equilibrium. The long spin-up time is necessary for reaching these
equilibrium states in the permafrost regions
<xref ref-type="bibr" rid="bib1.bibx89" id="paren.117"/>.</p>
      <p id="d1e13157">Soil <inline-formula><mml:math id="M593" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools (organic and mineral) are initialized with assumptions to
allow for initial vegetation growth. Organic <inline-formula><mml:math id="M594" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools (slow, fast)
and mineral <inline-formula><mml:math id="M595" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools (<inline-formula><mml:math id="M596" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M597" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula>) are set to
<inline-formula><mml:math id="M598" display="inline"><mml:mrow><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> g N m<inline-formula><mml:math id="M599" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>. After 1320 simulation years, vegetation composition
is assumed to have reached an equilibrium <xref ref-type="bibr" rid="bib1.bibx89" id="paren.118"/>
and litterfall is tracked for another 3680 years to allow for estimating soil
carbon and soil <inline-formula><mml:math id="M600" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> stocks. Based on these estimates for carbon and
<inline-formula><mml:math id="M601" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> fluxes under equilibrium conditions, nitrogen and carbon pools are
re-initialized following <xref ref-type="bibr" rid="bib1.bibx97" id="text.119"/>. Hence, all <inline-formula><mml:math id="M602" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
from the initialization is removed that is not supporting plant growth
because of other constraints such as water shortage (e.g., in deserts).</p>
      <p id="d1e13265">A second spin-up phase of 390 years is conducted for all versions, including
land use change (except in the PNV runs <italic>LPJmL35-PNV</italic> and
<italic>LPJmL5-PNV</italic>) by using the land use input of <xref ref-type="bibr" rid="bib1.bibx23" id="text.120"/> to
capture the influence of historic land use change on the carbon and nitrogen
pools in soil and vegetation.</p>

<table-wrap id="Ch1.T3" specific-use="star"><caption><p id="d1e13279">Global carbon pools (soil and vegetation carbon) and fluxes (net
biome productivity NBP, net primary productivity NPP, and gross primary
productivity GPP) for the six different experiments (averages over the period
2000 to 2009). The suffix <italic>-PNV</italic> denotes experiments with potential
natural vegetation, <italic>-nL</italic> with unlimited N supply, and <italic>-nF</italic>
without fertilizer input.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">C pools and fluxes</oasis:entry>
         <oasis:entry colname="col2"><italic>LPJmL35</italic></oasis:entry>
         <oasis:entry colname="col3"><italic>LPJmL35-PNV</italic></oasis:entry>
         <oasis:entry colname="col4"><italic>LPJmL5</italic></oasis:entry>
         <oasis:entry colname="col5"><italic>LPJmL5-nL</italic></oasis:entry>
         <oasis:entry colname="col6"><italic>LPJmL5-nF</italic></oasis:entry>
         <oasis:entry colname="col7"><italic>LPJmL5-PNV</italic></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">NBP (Pg C yr<inline-formula><mml:math id="M603" display="inline"><mml:mrow><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.269</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M604" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.561</oasis:entry>
         <oasis:entry colname="col4">1.2137</oasis:entry>
         <oasis:entry colname="col5">1.178</oasis:entry>
         <oasis:entry colname="col6">1.249</oasis:entry>
         <oasis:entry colname="col7"><inline-formula><mml:math id="M605" display="inline"><mml:mo>-</mml:mo></mml:math></inline-formula>1.813</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">NPP  (Pg C yr<inline-formula><mml:math id="M606" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">57.12</oasis:entry>
         <oasis:entry colname="col3">58.90</oasis:entry>
         <oasis:entry colname="col4">64.07</oasis:entry>
         <oasis:entry colname="col5">80.27</oasis:entry>
         <oasis:entry colname="col6">63.41</oasis:entry>
         <oasis:entry colname="col7">76.88</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">GPP  (Pg C yr<inline-formula><mml:math id="M607" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">129.9</oasis:entry>
         <oasis:entry colname="col3">143.0</oasis:entry>
         <oasis:entry colname="col4">131.8</oasis:entry>
         <oasis:entry colname="col5">173.0</oasis:entry>
         <oasis:entry colname="col6">130.2</oasis:entry>
         <oasis:entry colname="col7">171.1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Soil C (Pg C)</oasis:entry>
         <oasis:entry colname="col2">2034</oasis:entry>
         <oasis:entry colname="col3">2156</oasis:entry>
         <oasis:entry colname="col4">2049</oasis:entry>
         <oasis:entry colname="col5">3290</oasis:entry>
         <oasis:entry colname="col6">2043</oasis:entry>
         <oasis:entry colname="col7">2344</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Vegetation C (Pg C)</oasis:entry>
         <oasis:entry colname="col2">450.7</oasis:entry>
         <oasis:entry colname="col3">627.4</oasis:entry>
         <oasis:entry colname="col4">444.1</oasis:entry>
         <oasis:entry colname="col5">854.6</oasis:entry>
         <oasis:entry colname="col6">442.1</oasis:entry>
         <oasis:entry colname="col7">678.9</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

      <?xmltex \floatpos{t}?><fig id="Ch1.F4" specific-use="star"><caption><p id="d1e13526">Relative global changes in GPP <bold>(a)</bold>, NPP <bold>(b)</bold>,
vegetation carbon <bold>(c)</bold>, and soil carbon <bold>(d)</bold>. Relative
changes are calculated by dividing the values by their 1901–1910 average to
make the different model versions and settings comparable. The blue lines
denote values for LPJmL3.5 with land use (<italic>LPJmL3.5</italic>), the light blue
lines for LPJmL3.5 with natural vegetation only (<italic>LPJmL3.5-PNV</italic>), the
red lines for LPJmL5.0 with land use (<italic>LPJML5</italic>), and the orange lines
for LPJmL5.0 with natural vegetation only
(<italic>LPJmL5-PNV</italic>).</p></caption>
          <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f04.pdf"/>

        </fig>

</sec>
</sec>
<sec id="Ch1.S4">
  <title>Results</title>
<sec id="Ch1.S4.SS1">
  <title>Carbon pools and fluxes</title>
      <?pagebreak page2801?><p id="d1e13572">Simulations with LPJmL5.0 result in carbon pools, NPP, and GPP fluxes
comparable to the carbon-only LPJmL3.5 version (Table <xref ref-type="table" rid="Ch1.T3"/>) and show
a similar temporal dynamic (Fig. <xref ref-type="fig" rid="Ch1.F4"/>). Net biome
productivity (NBP) shows in both versions a carbon source driven by
productivity on managed grassland. The residual sink is at the lower end of
global estimations from <xref ref-type="bibr" rid="bib1.bibx51" id="text.121"/>, but land use and land
use change emissions are too high for the LPJmL5.0 simulation. The actual
vegetation carbon pool is strongly limited by current <inline-formula><mml:math id="M608" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> levels and
increases substantially across all ecosystems, when <inline-formula><mml:math id="M609" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitations are
lifted (<italic>LPJmL5-nL</italic>). Under actual <inline-formula><mml:math id="M610" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitations and static
current fertilizer levels <xref ref-type="bibr" rid="bib1.bibx22" id="paren.122"/>, global GPP is
relatively stable throughout the simulation period (1901–2009; red line in
Fig. <xref ref-type="fig" rid="Ch1.F4"/>a) as the expansion of cropland into increasingly
low-input areas compensates for the increase in GPP in natural vegetation
(orange line in Fig. <xref ref-type="fig" rid="Ch1.F4"/>a). NPP increases in the standard
simulation with dynamic land use (<italic>LPJmL5</italic>), but not as strongly as
for natural vegetation (compare red and orange lines in
Fig. <xref ref-type="fig" rid="Ch1.F4"/>b). The difference in global annual NPP between
simulations with natural vegetation only and dynamic land use increases
significantly from 3 % (<italic>LPJmL35-PNV</italic>-<italic>LPJmL35</italic>) to
19 % (<italic>LPJmL5-PNV</italic>-<italic>LPJmL5</italic>). This indicates that
agricultural land is increasingly <inline-formula><mml:math id="M611" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limited so that the
C : N-ratio-dependent maintenance respiration declines and NPP increases,
whereas GPP does not. This is in part because simulations are conducted with
static fertilizer inputs and because land use change predominantly causes
cropland expansion in countries with low fertilizer use so that the global
average fertilizer use declines, causing higher N limitation on agricultural
land. Land-use-driven declines in vegetation carbon over the 20th century are
similar between the carbon-only <italic>LPJmL35</italic> and the simulation with
nitrogen <italic>LPJmL5</italic> (Fig. <xref ref-type="fig" rid="Ch1.F4"/>c), but soil carbon
stocks decline with nitrogen, whereas increases in the natural vegetation
balance the land-use-change-induced losses in the carbon-only version
(Fig. <xref ref-type="fig" rid="Ch1.F4"/>d).<?xmltex \hack{\newpage}?></p>
      <p id="d1e13655">When <inline-formula><mml:math id="M612" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitations are lifted through unlimited <inline-formula><mml:math id="M613" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply
(<italic>LPJmL5-nL</italic>), GPP is mostly increased, except in very dry
environments. Most limitation occurs in the boreal zone and in the tundra
(Fig. <xref ref-type="fig" rid="Ch1.F5"/>a). The scatter plot (Fig. <xref ref-type="fig" rid="Ch1.F5"/>b) shows that the
GPP increase mainly occurs in low to moderately productive areas. Decreases
in GPP under unlimited <inline-formula><mml:math id="M614" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply are possible where other factors are
strongly limiting (e.g., water) and the higher <inline-formula><mml:math id="M615" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply leads to higher
maintenance respiration under lower tissue C : N ratios so that less
biomass is available for leaves and thus less light can be intercepted.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F5" specific-use="star"><caption><p id="d1e13700">Ratio of GPP under actual <inline-formula><mml:math id="M616" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitations (<italic>LPJmL5</italic>) to
unlimited <inline-formula><mml:math id="M617" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply (<italic>LPJmL5-nL</italic>) <bold>(a)</bold>; values less than
1 indicate higher GPP under unlimited <inline-formula><mml:math id="M618" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply. The scatter
plot <bold>(b)</bold> shows that GPP is increased through additional <inline-formula><mml:math id="M619" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
supply mostly in low to moderately productive regions.</p></caption>
          <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f05.pdf"/>

        </fig>

</sec>
<sec id="Ch1.S4.SS2">
  <title>Nitrogen pools and fluxes</title>
      <?pagebreak page2802?><p id="d1e13760">The comparison of global <inline-formula><mml:math id="M620" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> values to literature estimates is divided
between values including natural vegetation only and those considering
land use dynamics (Table <xref ref-type="table" rid="Ch1.T4"/>). Whereas several estimates exist for
global <inline-formula><mml:math id="M621" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools and fluxes under natural vegetation, those including
land use dynamics are rather rare and given mostly for emissions from the
soil (e.g., denitrification or <inline-formula><mml:math id="M622" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula>). Lifting <inline-formula><mml:math id="M623" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation
(<italic>LPJmL5-nL</italic>) results in similar responses for all global nitrogen
pools (Table <xref ref-type="table" rid="Ch1.T4"/>). Vegetation <inline-formula><mml:math id="M624" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> and plant uptake increase
substantially by a factor of <inline-formula><mml:math id="M625" display="inline"><mml:mn mathvariant="normal">2.87</mml:mn></mml:math></inline-formula> and <inline-formula><mml:math id="M626" display="inline"><mml:mn mathvariant="normal">2.89</mml:mn></mml:math></inline-formula>, respectively, whereas soil
<inline-formula><mml:math id="M627" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools increase by a factor of <inline-formula><mml:math id="M628" display="inline"><mml:mn mathvariant="normal">1.81</mml:mn></mml:math></inline-formula>. The omission of <inline-formula><mml:math id="M629" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
fertilizers has little effect on <inline-formula><mml:math id="M630" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools, which are dominated by
natural ecosystems, but strongly affect nitrogen losses, especially leaching
and volatilization fluxes (Table <xref ref-type="table" rid="Ch1.T4"/>). A comparison to literature
estimates is discussed further in Sect. <xref ref-type="sec" rid="Ch1.S4.SS4.SSS1"/>.</p>
</sec>
<sec id="Ch1.S4.SS3">
  <title>Land use and nitrogen dynamics</title>
      <p id="d1e13872">The role of human land use for the limitation of plant growth by nitrogen
availability is apparent when comparing simulations with land use
(<italic>LPJmL5</italic>, red lines in Fig. <xref ref-type="fig" rid="Ch1.F6"/>) and natural
vegetation only (<italic>LPJmL5-PNV</italic>, orange lines in
Fig. <xref ref-type="fig" rid="Ch1.F6"/>). The nitrogen pool in the natural vegetation
is stable during the 20th century (Fig. <xref ref-type="fig" rid="Ch1.F6"/>a) with some
minor fluctuations and the global C : N ratio increases slightly by
3.5 % (Fig. <xref ref-type="fig" rid="Ch1.F6"/>b), whereas vegetation nitrogen with
the inclusion of historical land use declines by more than 26 %. The
predominant difference between the two simulations is the 22 % increase in
losses of <inline-formula><mml:math id="M631" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> by leaching under land use
(Fig. <xref ref-type="fig" rid="Ch1.F6"/>c), which is caused by the additional
fertilizer and irrigation water inputs under land use.</p>

      <?xmltex \floatpos{p}?><fig id="Ch1.F6" specific-use="star"><caption><p id="d1e13902">Simulated global time series of vegetation nitrogen <bold>(a)</bold>,
vegetation C : N ratios <bold>(b)</bold>, and leaching <bold>(c)</bold> with land
use (<italic>LPJmL5</italic>, red line) and potential natural vegetation
(<italic>LPJmL5-PNV</italic>, orange line). </p></caption>
          <?xmltex \igopts{width=398.338583pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f06.pdf"/>

        </fig>

      <?xmltex \floatpos{p}?><fig id="Ch1.F7" specific-use="star"><caption><p id="d1e13928">Observed C : N ratios of harvested crops versus simulated mean
ratios for the crop PFTs <bold>(a)</bold> with <inline-formula><mml:math id="M632" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation
(<italic>LPJmL5</italic>) and <bold>(b)</bold> without <inline-formula><mml:math id="M633" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation
(<italic>LPJmL5-nL</italic>). The vertical error bars denote the 95 %
percentile.</p></caption>
          <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f07.pdf"/>

        </fig>

<?xmltex \floatpos{t}?><table-wrap id="Ch1.T4" specific-use="star"><caption><p id="d1e13970">Global nitrogen pools and fluxes for the four different experiments
with LPJmL5 and literature estimates (averages over the period 2000 to 2009).
The suffix <italic>-PNV</italic> denotes experiments with potential natural
vegetation, <italic>-nL</italic> with unlimited N supply, and <italic>-nF</italic> without
fertilizer input.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="7">
     <oasis:colspec colnum="1" colname="col1" align="justify" colwidth="113.811024pt"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="justify" colwidth="68.286614pt" colsep="1"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="justify" colwidth="68.286614pt" colsep="1"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">N pools and fluxes</oasis:entry>
         <oasis:entry colname="col2"><italic>LPJmL5</italic></oasis:entry>
         <oasis:entry colname="col3">Literature</oasis:entry>
         <oasis:entry colname="col4"><italic>LPJmL5-</italic></oasis:entry>
         <oasis:entry colname="col5">Literature</oasis:entry>
         <oasis:entry colname="col6"><italic>LPJmL5-nL</italic></oasis:entry>
         <oasis:entry colname="col7"><italic>LPJmL5-nF</italic></oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3">estimates LU</oasis:entry>
         <oasis:entry colname="col4"><italic>PNV</italic></oasis:entry>
         <oasis:entry colname="col5">estimates PNV</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Vegetation (Pg N)</oasis:entry>
         <oasis:entry colname="col2">1.78</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">2.69</oasis:entry>
         <oasis:entry colname="col5">3.6<inline-formula><mml:math id="M644" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula>, 3.8<inline-formula><mml:math id="M645" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>, 5.3<inline-formula><mml:math id="M646" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula>,<?xmltex \hack{\hfill\break}?>16<inline-formula><mml:math id="M647" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">5.10</oasis:entry>
         <oasis:entry colname="col7">1.77</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Soil organic matter (Pg N)</oasis:entry>
         <oasis:entry colname="col2">106.0</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">118.6</oasis:entry>
         <oasis:entry colname="col5">120<inline-formula><mml:math id="M648" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula>, 101<inline-formula><mml:math id="M649" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>, 61.4<inline-formula><mml:math id="M650" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula>, 280<inline-formula><mml:math id="M651" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:math></inline-formula>, 95<inline-formula><mml:math id="M652" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">192.1</oasis:entry>
         <oasis:entry colname="col7">105.5</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Soil <inline-formula><mml:math id="M653" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> (Tg N)</oasis:entry>
         <oasis:entry colname="col2">163.7</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">162.1</oasis:entry>
         <oasis:entry colname="col5">361<inline-formula><mml:math id="M654" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">159.7</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Soil <inline-formula><mml:math id="M655" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> (Tg N)</oasis:entry>
         <oasis:entry colname="col2">2778</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">2948</oasis:entry>
         <oasis:entry colname="col5">580<inline-formula><mml:math id="M656" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">2629</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Plant uptake (Tg N yr<inline-formula><mml:math id="M657" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">618</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">634</oasis:entry>
         <oasis:entry colname="col5">970<inline-formula><mml:math id="M658" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula>, 1130<inline-formula><mml:math id="M659" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>,<?xmltex \hack{\hfill\break}?>1080<inline-formula><mml:math id="M660" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula>, 620<inline-formula><mml:math id="M661" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">1790</oasis:entry>
         <oasis:entry colname="col7">583</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Mineralization (Tg N yr<inline-formula><mml:math id="M662" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">1679</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">2043</oasis:entry>
         <oasis:entry colname="col5">980<inline-formula><mml:math id="M663" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula>, 1030<inline-formula><mml:math id="M664" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>,<?xmltex \hack{\hfill\break}?>6300<inline-formula><mml:math id="M665" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">2423</oasis:entry>
         <oasis:entry colname="col7">1658</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Immobilization (Tg N yr<inline-formula><mml:math id="M666" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">1177</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">1480</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">1263</oasis:entry>
         <oasis:entry colname="col7">1172</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Leaching (Tg N yr<inline-formula><mml:math id="M667" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">62.83</oasis:entry>
         <oasis:entry colname="col3">93<inline-formula><mml:math id="M668" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:math></inline-formula>, 95<inline-formula><mml:math id="M669" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">7</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">32.44</oasis:entry>
         <oasis:entry colname="col5">13<inline-formula><mml:math id="M670" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula>, 87<inline-formula><mml:math id="M671" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>, 5<inline-formula><mml:math id="M672" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">–</oasis:entry>
         <oasis:entry colname="col7">38.10</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Volatilization (Tg N yr<inline-formula><mml:math id="M673" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">20.46</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">15.39</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">-</oasis:entry>
         <oasis:entry colname="col7">15.39</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Denitrification <inline-formula><mml:math id="M674" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> emissions (Tg N yr<inline-formula><mml:math id="M675" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">5.47</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">3.84</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">-</oasis:entry>
         <oasis:entry colname="col7">4.73</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Denitrification <inline-formula><mml:math id="M676" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> emissions<?xmltex \hack{\hfill\break}?>(Tg N yr<inline-formula><mml:math id="M677" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">44.24</oasis:entry>
         <oasis:entry colname="col3">68<inline-formula><mml:math id="M678" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">31.09</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">-</oasis:entry>
         <oasis:entry colname="col7">38.23</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Denitrification total<?xmltex \hack{\hfill\break}?>(Tg N yr<inline-formula><mml:math id="M679" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">49.71</oasis:entry>
         <oasis:entry colname="col3">72–85<inline-formula><mml:math id="M680" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:math></inline-formula>, 25<inline-formula><mml:math id="M681" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">7</mml:mn></mml:msup></mml:math></inline-formula>, 67<inline-formula><mml:math id="M682" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">34.93</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">-</oasis:entry>
         <oasis:entry colname="col7">42.96</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Nitrification <inline-formula><mml:math id="M683" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> (Tg N yr<inline-formula><mml:math id="M684" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">9.10</oasis:entry>
         <oasis:entry colname="col3">–</oasis:entry>
         <oasis:entry colname="col4">9.35</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">-</oasis:entry>
         <oasis:entry colname="col7">8.36</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Total <inline-formula><mml:math id="M685" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> emissions <?xmltex \hack{\hfill\break}?>(Tg N yr<inline-formula><mml:math id="M686" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">14.57</oasis:entry>
         <oasis:entry colname="col3">11<inline-formula><mml:math id="M687" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:math></inline-formula>, 15<inline-formula><mml:math id="M688" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">13.19</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
         <oasis:entry colname="col6">-</oasis:entry>
         <oasis:entry colname="col7">13.09</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Biological <inline-formula><mml:math id="M689" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> fixation<?xmltex \hack{\hfill\break}?>(Tg N yr<inline-formula><mml:math id="M690" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>)</oasis:entry>
         <oasis:entry colname="col2">128.9</oasis:entry>
         <oasis:entry colname="col3">92<inline-formula><mml:math id="M691" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:math></inline-formula>, 118<inline-formula><mml:math id="M692" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">7</mml:mn></mml:msup></mml:math></inline-formula>,<?xmltex \hack{\hfill\break}?>104–108<inline-formula><mml:math id="M693" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:math></inline-formula>, 107<inline-formula><mml:math id="M694" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">88.6</oasis:entry>
         <oasis:entry colname="col5">34<inline-formula><mml:math id="M695" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula>, 108<inline-formula><mml:math id="M696" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula>, 211<inline-formula><mml:math id="M697" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:math></inline-formula>,<?xmltex \hack{\hfill\break}?>58 <inline-formula><mml:math id="M698" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">10</mml:mn></mml:msup></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">136.3</oasis:entry>
         <oasis:entry colname="col7">128.8</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d1e13982"><inline-formula><mml:math id="M634" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">1</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx98" id="text.123"/>,
<inline-formula><mml:math id="M635" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">2</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx116" id="text.124"/>, <inline-formula><mml:math id="M636" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">3</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx114" id="text.125"/>,
<inline-formula><mml:math id="M637" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx54" id="text.126"/>, <inline-formula><mml:math id="M638" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">5</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx83" id="text.127"/>,
<inline-formula><mml:math id="M639" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">6</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx12" id="text.128"/>, <inline-formula><mml:math id="M640" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">7</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx100" id="text.129"/>,
<inline-formula><mml:math id="M641" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">8</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx34" id="text.130"/>, <inline-formula><mml:math id="M642" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">9</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx33" id="text.131"/>,
<inline-formula><mml:math id="M643" display="inline"><mml:msup><mml:mi/><mml:mn mathvariant="normal">10</mml:mn></mml:msup></mml:math></inline-formula> <xref ref-type="bibr" rid="bib1.bibx104" id="text.132"/>.</p></table-wrap-foot></table-wrap>

      <p id="d1e15115">The approximated relationships between leaf C : N ratios and storage organ
C : N ratios based on <xref ref-type="bibr" rid="bib1.bibx10" id="text.133"/> lead to consistent but variable
C : N ratios in harvested crop organs, reflecting differences between crop
types (Fig. <xref ref-type="fig" rid="Ch1.F7"/>). The leguminous crops (soybean, pulses) are
not limited by <inline-formula><mml:math id="M699" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>, as they can acquire the necessary <inline-formula><mml:math id="M700" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> via
biological <inline-formula><mml:math id="M701" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> fixation. For these, the C : N ratios of harvested organs
are typically underestimated. Under unlimited <inline-formula><mml:math id="M702" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply, C : N ratios
are typically reduced (Fig. <xref ref-type="fig" rid="Ch1.F7"/>b).</p>
      <p id="d1e15158">We find that agricultural land use and the associated fertilizer application
greatly increases nitrogen pollution. Leaching (<inline-formula><mml:math id="M703" display="inline"><mml:mo lspace="0mm">+</mml:mo></mml:math></inline-formula>93 %) and ammonia
volatilization (<inline-formula><mml:math id="M704" display="inline"><mml:mo lspace="0mm">+</mml:mo></mml:math></inline-formula>33 %) increase strongly, which is almost entirely driven
by fertilizer inputs, not by land use change (compare <italic>LPJmL5</italic> with
<italic>LPJmL5-PNV</italic> and <italic>LPJmL5-nF</italic> in Table <xref ref-type="table" rid="Ch1.T4"/>). In
contrast, <inline-formula><mml:math id="M705" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> emissions only change slightly when agricultural land
use is accounted for as increases in denitrification are partially
compensated for by decreases in nitrification under reduced net mineralization
(mineralization minus immobilization flux) of soil organic matter
(Table <xref ref-type="table" rid="Ch1.T4"/>). The effect of agricultural land use and fertilizer
application is also clearly detectable in the spatial patterns of leaching.
The ratio of <italic>LPJmL5-PNV</italic> to <italic>LPJmL5</italic>
(Fig. <xref ref-type="fig" rid="Ch1.F8"/>a) is mostly below 1, indicating higher leaching in
agricultural areas. In natural vegetation under dry conditions ratios
above 1 can also occur (Fig. <xref ref-type="fig" rid="Ch1.F8"/>b).</p>
</sec>
<sec id="Ch1.S4.SS4">
  <title>Model evaluation</title>
      <p id="d1e15219">To evaluate model performance, we focus here on carbon and nitrogen pools and
fluxes at global and specific sites. Many estimates are also model based so
that these cannot be used for model evaluation but only for putting our
simulation results into context.</p>
<sec id="Ch1.S4.SS4.SSS1">
  <?xmltex \opttitle{{$\protect\chem{N}$} pools and fluxes}?><title><inline-formula><mml:math id="M706" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools and fluxes</title>
      <?pagebreak page2804?><p id="d1e15235">Typically, simulated <inline-formula><mml:math id="M707" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> pools and fluxes are within literature
estimates (Table <xref ref-type="table" rid="Ch1.T4"/>), although literature estimates are often
broad, reflecting substantial uncertainty in these values. Values from other
model simulations are generally not suitable for an evaluation of model
results as they may be wrong <xref ref-type="bibr" rid="bib1.bibx44" id="paren.134"/>, and we only
include them here for pools and fluxes for which no independent data are
available. These model-based reference points include the vegetation <inline-formula><mml:math id="M708" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
pool, soil mineral N pools, plant uptake rates, mineralization rates, and
most global values assessed for potential natural vegetation (PNV).
The vegetation <inline-formula><mml:math id="M709" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> of the potential natural vegetation simulation,
<italic>LPJmL5-PNV</italic>, is slightly below the other model-based estimates (Table
<xref ref-type="table" rid="Ch1.T4"/>), whereas other fluxes (e.g., plant uptake of <inline-formula><mml:math id="M710" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> or
mineralization) and pools (soil organic N) are within the range of reported
values. For simulations with land use history, <italic>LPJmL5</italic>, a comparison
with independent data is possible for most of the emissions from the soil.
Our values for leaching and <inline-formula><mml:math id="M711" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub></mml:mrow></mml:math></inline-formula> emissions are slightly below
other estimates. For the complementary flux, <inline-formula><mml:math id="M712" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> emissions from
denitrification, there is no other estimate, but total <inline-formula><mml:math id="M713" display="inline"><mml:mrow class="chem"><mml:msub><mml:mi mathvariant="normal">N</mml:mi><mml:mn mathvariant="normal">2</mml:mn></mml:msub><mml:mi mathvariant="normal">O</mml:mi></mml:mrow></mml:math></inline-formula> emissions
from denitrification and nitrification are within the range of other
estimates again (Table <xref ref-type="table" rid="Ch1.T4"/>). <xref ref-type="bibr" rid="bib1.bibx114" id="text.135"/> provide the
only study reporting global soil pools of mineral <inline-formula><mml:math id="M714" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> forms, but for
potential natural vegetation only and for the upper 1.5 m soil layer, and
this estimate is based on their model application, not on independent data.
Our values for <inline-formula><mml:math id="M715" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M716" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> are the inventory of 3 m
soil. In comparison to <xref ref-type="bibr" rid="bib1.bibx114" id="text.136"/> we overestimate
<inline-formula><mml:math id="M717" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> values by a factor of 5 and underestimate <inline-formula><mml:math id="M718" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> values
by a factor of 2 in the soil. The accumulation of <inline-formula><mml:math id="M719" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> in lower soil
layers is a phenomenon also reported by <xref ref-type="bibr" rid="bib1.bibx107" id="text.137"/> and
<xref ref-type="bibr" rid="bib1.bibx3" id="text.138"/>. In any case, this nitrogen pool is largely
inaccessible to plants, as they have very little root access to these layers
in our model. Also, higher <inline-formula><mml:math id="M720" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NO</mml:mi><mml:mn mathvariant="normal">3</mml:mn><mml:mo>-</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> than <inline-formula><mml:math id="M721" display="inline"><mml:mrow class="chem"><mml:msubsup><mml:mi mathvariant="normal">NH</mml:mi><mml:mn mathvariant="normal">4</mml:mn><mml:mo>+</mml:mo></mml:msubsup></mml:mrow></mml:math></inline-formula> concentrations
are common in soils as reported by, e.g., <xref ref-type="bibr" rid="bib1.bibx42" id="text.139"/>.</p>

      <?xmltex \floatpos{t}?><fig id="Ch1.F8" specific-use="star"><caption><p id="d1e15442">Ratio of leaching flux under potential natural vegetation
(<italic>LPJmL5-PNV</italic>) to the leaching flux under actual land use patterns
(<italic>LPJmL5</italic>) <bold>(a)</bold>; values less than 1 indicate higher leaching
under actual land use patterns. The scatter plot in <bold>(b)</bold> shows that
leaching is increased strongly mostly in regions where leaching is low under
potential natural vegetation.</p></caption>
            <?xmltex \igopts{width=455.244094pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f08.pdf"/>

          </fig>

      <?xmltex \floatpos{t}?><fig id="Ch1.F9" specific-use="star"><caption><p id="d1e15465">Observed GPP <bold>(a)</bold>, NPP <bold>(b)</bold>, and vegetation
carbon <bold>(c)</bold> data <xref ref-type="bibr" rid="bib1.bibx56" id="paren.140"/> versus simulated data for
natural vegetation (<italic>LPJmL5-PNV</italic>). The horizontal error bars denote
the minima and maxima of observed site data belonging to the same LPJmL grid
cell and the open dot is the mean. The thin black line denotes the 1 : 1
line. RMSE: root mean square error, NMSE: normalized mean square error, NME:
normalized mean error, <inline-formula><mml:math id="M722" display="inline"><mml:mi>s</mml:mi></mml:math></inline-formula>: slope, <inline-formula><mml:math id="M723" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula>: significance.</p></caption>
            <?xmltex \igopts{width=497.923228pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f09.pdf"/>

          </fig>

      <?xmltex \floatpos{p}?><fig id="Ch1.F10" specific-use="star"><caption><p id="d1e15507">Maize yield simulations (in tons of fresh matter (FM) ha<inline-formula><mml:math id="M724" display="inline"><mml:msup><mml:mi/><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:msup></mml:math></inline-formula>) for the
10 top-producing countries for the carbon-only LPJmL3.5 version
(<italic>LPJmL35</italic>), the version with <inline-formula><mml:math id="M725" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation (<italic>LPJmL5</italic>), and
with unlimited <inline-formula><mml:math id="M726" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> supply (<italic>LPJmL5-nL</italic>). The residuals plotted
are the detrended observed and simulated yields.</p></caption>
            <?xmltex \igopts{width=369.885827pt}?><graphic xlink:href="https://gmd.copernicus.org/articles/11/2789/2018/gmd-11-2789-2018-f10.pdf"/>

          </fig>

</sec>
<?pagebreak page2805?><sec id="Ch1.S4.SS4.SSS2">
  <title>Carbon cycle dynamics</title>
      <?pagebreak page2807?><p id="d1e15560">Carbon dynamics are mostly unchanged from the predecessor version LPJmL3.5
(Table <xref ref-type="table" rid="Ch1.T3"/> and Fig. <xref ref-type="fig" rid="Ch1.F4"/>). In comparison to
measured site-level GPP, NPP, and vegetation carbon
<xref ref-type="bibr" rid="bib1.bibx56" id="paren.141"/>, LPJmL5.0
performs well, especially for GPP and NPP, but with a tendency to
underestimate vegetation carbon (Fig. <xref ref-type="fig" rid="Ch1.F9"/>). The correlation of
observed and simulated GPP and NPP values is statistically significant, and
the values of vegetation carbon are less correlated owing to the often broad
spread of observations within one grid cell (error bars) and general
difficulties to exactly reproduce disturbances, mortality, and age class
distributions <xref ref-type="bibr" rid="bib1.bibx90" id="paren.142"/>. Still, the comparison shows
that simulated values are of the right order of magnitude and are also often
within the range of observations (error bar crosses 1 : 1 line in
Fig. <xref ref-type="fig" rid="Ch1.F9"/>). The best correlation with observational data can be
found for GPP. We also provide comparisons to eddy flux tower measurements
<xref ref-type="bibr" rid="bib1.bibx74" id="paren.143"/> in the Supplement. Figures S5–S11 show the
modeled versus observed net ecosystem exchange (NEE) rate defined as
              <disp-formula id="Ch1.E70" content-type="numbered"><mml:math id="M727" display="block"><mml:mrow><mml:mi mathvariant="normal">NEE</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mtext>h</mml:mtext></mml:msub><mml:mo>-</mml:mo><mml:mi mathvariant="normal">NPP</mml:mi><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>
            where <inline-formula><mml:math id="M728" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mtext>h</mml:mtext></mml:msub></mml:mrow></mml:math></inline-formula> is the heterotrophic respiration. For some sites a time
lag (e.g., site Renon–Ritten) between modeled and observed is visible.
Because LPJmL5.0 uses the phenology
scheme of LPJmL3.5 incorporating the new phenology of LPJmL4 might reduce
these deviations <xref ref-type="bibr" rid="bib1.bibx90" id="paren.144"><named-content content-type="pre">for a comparison, see the Supplement
of</named-content></xref>. The overall agreement between modeled and
observed NEE is satisfying. While LPJmL4 has an averaged Willmott coefficient
of agreement <xref ref-type="bibr" rid="bib1.bibx112" id="paren.145"/> of <inline-formula><mml:math id="M729" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi>W</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.63</mml:mn></mml:mrow></mml:math></inline-formula>,
LPJmL5.0 results in
<inline-formula><mml:math id="M730" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi>W</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.58</mml:mn></mml:mrow></mml:math></inline-formula>. The simulated evapotranspiration fluxes shown in
Figs. S12–S20 also agree very well with the observations
(<inline-formula><mml:math id="M731" display="inline"><mml:mrow><mml:mover accent="true"><mml:mi>W</mml:mi><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.8</mml:mn></mml:mrow></mml:math></inline-formula>). The study by <xref ref-type="bibr" rid="bib1.bibx95" id="text.146"/>, which partitions
evapotranspiration into transpiration and evaporation, reports that
transpiration accounts for 61 % of global evapotranspiration. In the
LPJmL5.0 simulations, transpiration
accounts for 59 % on average for the years 2000 to 2009.</p>
</sec>
<sec id="Ch1.S4.SS4.SSS3">
  <title>Crop yields</title>
      <p id="d1e15676">The implementation of nitrogen limitation also substantially helps to improve
the simulation of global patterns of crop productivity. Regional differences
in crop productivity had to be calibrated via a scaling of the maximum leaf
area index (LAI<inline-formula><mml:math id="M732" display="inline"><mml:msub><mml:mi/><mml:mo>max⁡</mml:mo></mml:msub></mml:math></inline-formula>), the harvest index, and the factor for scaling
leaf-level photosynthesis to stand level (<inline-formula><mml:math id="M733" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">α</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>), as
described in <xref ref-type="bibr" rid="bib1.bibx23" id="text.147"/>, because the <italic>LPJmL3.5</italic>
version could only distinguish irrigated from rainfed production but not
other inputs such as fertilizers. The difference in crop productivity between
low- and high-input regions can now largely be reproduced by the model
(compare yellow asterisk for uncalibrated with blue asterisk for calibrated
<italic>LPJmL3.5</italic> simulations with red circle and cross for <italic>LPJmL5</italic>
in Figs. S21–S24), which are based on the evaluation procedure as described
by <xref ref-type="bibr" rid="bib1.bibx62" id="text.148"/>. In regions where fertilizer inputs and climate
conditions are not the only yield-limiting factors, e.g., in regions with poor
pest management, an additional calibration of yield levels could be performed
as described by <xref ref-type="bibr" rid="bib1.bibx23" id="text.149"/>, but is not performed here. The
temporal variance of simulated crop yields is often not affected much by
accounting for <inline-formula><mml:math id="M734" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> limitation and sometimes improves or worsens the time
series correlation with FAO yield statistics <xref ref-type="bibr" rid="bib1.bibx24" id="paren.150"/>
(Figs. <xref ref-type="fig" rid="Ch1.F10"/> and S25–S27 in the Supplement).</p>
      <p id="d1e15731">We also use the online tool as supplied by <xref ref-type="bibr" rid="bib1.bibx62" id="text.151"/> for
comparing the crop yield simulations against the Global Gridded Crop Model
Intercomparison (GGCMI) ensemble. Also here, results show that
LPJmL5.0 improves with respect to
reproducing absolute yield levels across different countries, but there is
little effect on the simulated interannual variability of crop yields. As
with the calibrated LPJmL3.5 version <xref ref-type="bibr" rid="bib1.bibx23" id="paren.152"/>, the
uncalibrated LPJmL5.0 simulations
perform well in comparison to the other GGCMI models. We supply the output of
that online model evaluation tool in the Supplement.</p>
</sec>
</sec>
</sec>
<sec id="Ch1.S5" sec-type="conclusions">
  <title>Discussion and conclusions</title>
      <p id="d1e15749">The current implementation of nitrogen dynamics into LPJmL3.5, forming
LPJmL5.0, introduces a missing
feature into a unique modeling framework of the terrestrial biosphere.
LPJmL5.0 combines natural vegetation
dynamics, the full terrestrial hydrology, and managed grasslands and
croplands in one consistent framework with the associated carbon, water, and
now also nitrogen pools and fluxes. Owing to parallel model development
efforts, LPJmL5.0 does not yet
include all model features of the first open source version of LPJmL, LPJmL4
<xref ref-type="bibr" rid="bib1.bibx91 bib1.bibx90" id="paren.153"/>, such as the updated
allocation scheme for managed grasslands <xref ref-type="bibr" rid="bib1.bibx86" id="paren.154"/> and
the updated phenology scheme for natural vegetation
<xref ref-type="bibr" rid="bib1.bibx26" id="paren.155"/>.</p>
      <p id="d1e15761">With the implementation of nitrogen dynamics, the model simulations
require new inputs, especially on atmospheric deposition, but also on
fertilizer applications for which we currently use a static crop- and
irrigation-specific data set developed for the harmonization of crop models
in the Agricultural Model Intercomparison and Improvement Project (AgMIP)
<xref ref-type="bibr" rid="bib1.bibx22" id="paren.156"/>. This static fertilizer set also affects the
simulation of historic carbon cycle dynamics, as high-input regions such as
large parts of Europe and northern America receive current high <inline-formula><mml:math id="M735" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula>
inputs in the early 20th century, whereas historic land expansion mostly
moves into regions with currently lower input systems. As a consequence,
land use change leads to increasing nitrogen limitation and increasing
C : N ratios, which may be an artifact from the static fertilizer input
data set used.</p>
      <p id="d1e15775">As historic land use development and fertilizer application are important
for simulated current biogeochemical cycles, historic time series of
crop-specific fertilizer application would be desirable. Also, global data
sets on crop rotations <xref ref-type="bibr" rid="bib1.bibx46" id="paren.157"/>, the timing of field operations
<xref ref-type="bibr" rid="bib1.bibx40" id="paren.158"/>, and crop residue management, as well as
livestock management systems <xref ref-type="bibr" rid="bib1.bibx86" id="paren.159"/> would be an
asset, as the interaction of different cropping systems and natural
vegetation is now further increased via the nitrogen cycle.</p>
      <p id="d1e15787">This first implementation of nitrogen dynamics into LPJmL constitutes an
operational modeling framework with many detailed processes resolved
explicitly. Specific processes are currently implemented in a simplified
manner, even though more detailed approaches are available, such as for
biological <inline-formula><mml:math id="M736" display="inline"><mml:mrow class="chem"><mml:mi mathvariant="normal">N</mml:mi></mml:mrow></mml:math></inline-formula> fixation <xref ref-type="bibr" rid="bib1.bibx25" id="paren.160"/>. As such, some
process may have to be revised upon further testing against new reference
data. Additional reference data would greatly help to evaluate model
performance, which currently is largely constrained to comparisons against
other modeling results.</p>
      <p id="d1e15802">LPJmL5.0 constitutes a unique modeling framework that can now simulate global
terrestrial carbon, water, and nitrogen dynamics, consistently accounting for
natural vegetation dynamics, agricultural cropland and grassland management,
and water management.</p>
</sec>

      
      </body>
    <back><notes notes-type="codedataavailability">

      <p id="d1e15809">The source code is publicly available under the GNU AGPL
version 3 license. An exact version of the code described here is archived
under <ext-link xlink:href="https://doi.org/10.5880/pik.2018.011" ext-link-type="DOI">10.5880/pik.2018.011</ext-link> and should be referenced as
<xref ref-type="bibr" rid="bib1.bibx105" id="text.161"/>. Data from the simulations conducted here are
available upon request from the main author.</p>
  </notes><app-group>
        <supplementary-material position="anchor"><?pagebreak page2808?><p id="d1e15818">The supplement related to this article is available online at: <inline-supplementary-material xlink:href="https://doi.org/10.5194/gmd-11-2789-2018-supplement" xlink:title="zip">https://doi.org/10.5194/gmd-11-2789-2018-supplement</inline-supplementary-material>.</p></supplementary-material>
        </app-group><notes notes-type="authorcontribution">

      <p id="d1e15827">WvB, SS, CM, and SR contributed equally to the paper,
KW contributed to the model development and SZ contributed to paper writing
and discussions.</p>
  </notes><notes notes-type="competinginterests">

      <p id="d1e15833">The authors declare that they have no conflict of
interest.</p>
  </notes><ack><title>Acknowledgements</title><p id="d1e15839">We thank the two anonymous reviewers for their helpful comments that significantly
improved the paper. This study was supported by the German Federal Ministry
of Education and Research (BMBF) project “PalMod 2.3 Methankreislauf,
Teilprojekt 2 Modellierung der Methanemissionen von Feucht- und
Permafrostgebieten mit Hilfe von LPJmL” (FKZ 01LP1507C). Christoph
Müller and Susanne Rolinski acknowledge financial support from the MACMIT
project (01LN1317A) funded through the German Federal Ministry of Education
and Research (BMBF). Sönke Zaehle was supported by the European Research
Council (ERC) under the European Union's Horizon 2020 research and innovation
program (QUINCY; grant no. 647204). <?xmltex \hack{\newline}?><?xmltex \hack{\newline}?>The
article processing charges for this open-access <?xmltex \hack{\newline}?> publication
were covered by the Potsdam Institute<?xmltex \hack{\newline}?> for Climate Impact
Research (PIK).<?xmltex \hack{\newline}?><?xmltex \hack{\newline}?> Edited by: Julia
Hargreaves<?xmltex \hack{\newline}?> Reviewed by: two anonymous referees</p></ack><ref-list>
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<abstract-html><p>The well-established dynamical global vegetation,
hydrology, and crop growth model LPJmL is extended with a terrestrial nitrogen
cycle to account for nutrient limitations. In particular, processes of soil
nitrogen dynamics, plant uptake, nitrogen allocation, response of
photosynthesis and maintenance respiration to varying nitrogen concentrations
in plant organs, and agricultural nitrogen management are included in the
model. All new model features are described in full detail and the results of a
global simulation of the historic past (1901–2009) are presented for
evaluation of the model performance. We find that the implementation of nitrogen
limitation significantly improves the simulation of global patterns of crop
productivity. Regional differences in crop productivity, which had to be
calibrated via a scaling of the maximum leaf area index, can now largely be
reproduced by the model, except for regions where fertilizer inputs and
climate conditions are not the yield-limiting factors. Furthermore, it can be
shown that land use has a strong influence on nitrogen losses, increasing
leaching by 93&thinsp;%.</p></abstract-html>
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