<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<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-7-1691-2014</article-id>
<title-group>
<article-title>Development of the Surface Urban Energy and Water Balance Scheme (SUEWS) for cold climate cities</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Järvi</surname>
<given-names>L.</given-names>
<ext-link>https://orcid.org/0000-0002-5224-3448</ext-link>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Grimmond</surname>
<given-names>C. S. B.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Taka</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Nordbo</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Setälä</surname>
<given-names>H.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Strachan</surname>
<given-names>I. B.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>University of Helsinki, Department of Physics, Helsinki, Finland</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>University of Reading, Department of Meteorology, Reading, UK</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>University of Helsinki, Department of Geosciences and Geography, Helsinki, Finland</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>University of Helsinki, Department of Environmental Sciences, Helsinki, Finland</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>McGill University, Department of Natural Resource Sciences, Montreal, QC, Canada</addr-line>
</aff>
<pub-date pub-type="epub">
<day>15</day>
<month>08</month>
<year>2014</year>
</pub-date>
<volume>7</volume>
<issue>4</issue>
<fpage>1691</fpage>
<lpage>1711</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2014 L. Järvi et al.</copyright-statement>
<copyright-year>2014</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://gmd.copernicus.org/articles/7/1691/2014/gmd-7-1691-2014.html">This article is available from https://gmd.copernicus.org/articles/7/1691/2014/gmd-7-1691-2014.html</self-uri>
<self-uri xlink:href="https://gmd.copernicus.org/articles/7/1691/2014/gmd-7-1691-2014.pdf">The full text article is available as a PDF file from https://gmd.copernicus.org/articles/7/1691/2014/gmd-7-1691-2014.pdf</self-uri>
<abstract>
<p>The Surface Urban Energy and Water Balance Scheme (SUEWS) is developed to
include snow. The processes addressed include accumulation of snow on the
different urban surface types: snow albedo and density aging, snow melting
and re-freezing of meltwater. Individual model parameters are assessed and
independently evaluated using long-term observations in the two cold climate
cities of Helsinki and Montreal. Eddy covariance sensible and latent heat
fluxes and snow depth observations are available for two sites in Montreal
and one in Helsinki. Surface runoff from two catchments (24 and 45 ha) in
Helsinki and snow properties (albedo and density) from two sites in Montreal
are also analysed. As multiple observation sites with different land-cover
characteristics are available in both cities, model development is conducted
independent of evaluation.
&lt;br&gt;&lt;br&gt;
The developed model simulates snowmelt related runoff well (within 19%
and 3% for the two catchments in Helsinki when there is snow on the
ground), with the springtime peak estimated correctly. However, the observed
runoff peaks tend to be smoother than the simulated ones, likely due to the
water holding capacity of the catchments and the missing time lag between
the catchment and the observation point in the model. For all three sites
the model simulates the timing of the snow accumulation and melt events
well, but underestimates the total snow depth by 18–20% in Helsinki and
29–33% in Montreal. The model is able to reproduce the diurnal pattern of
net radiation and turbulent fluxes of sensible and latent heat during cold
snow, melting snow and snow-free periods. The largest model uncertainties are
related to the timing of the melting period and the parameterization of the
snowmelt. The results show that the enhanced model can simulate correctly
the exchange of energy and water in cold climate cities at sites with
varying surface cover.</p>
</abstract>
<counts><page-count count="21"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Anderson, E. A.: A point energy and mass balance model of a snow cover, NOAA Technical Report NWS 19, 61–62, 1976.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Auer, A. H.: The rain versus snow threshold temperatures, Weatherwise, 27, p. 67, 1974.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Baker, D. G., Ruschy, D. L., and Wall, D. B.: The albedo decay of prairie snows, J. Appl. Meteor., 29, 179–187, 1990.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Bengtsson, L.: The importance of refreezing on the diurnal snowmelt cycle with application to a Northern Swedish catchment, Nord. Hydrol., 13, 1–12, 1982.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Bengtsson, L.: Modeling snowmelt induced runoff with short time resolution. Proceedings of 3rd International Conference of Urban Storm Drainage, Gothenburg, Sweden, 305–314, 1984.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Bengtsson, L. and Semádeni-Davies, A. F.: Urban snow in Encyclopedia of Snow, Ice and Glaciers, edited by: Singh, V. P., Singh, P., and Haritashya, UK, Springer Science, 1211–1217, 2011.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Bengtsson, L. and Westerström, G.: Urban snowmelt and runoff in northern Sweden, Hydrol. Sci., 37, 263–275, 1992.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Bergeron, O. and Strachan, I. B.: Wintertime radiation and energy budget along an urbanization gradient in Montreal, Canada, Int. J. Clim., 32, 137–152, 2012.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Best, M. J. and Grimmond, C. S. B.: Analysis of the seasonal cycle within the first international urban land-surface model comparison, Bound.-Lay. Meteorol., 146, 421–446, 2013.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Cline, D. W.: Snow surface energy exchanges and snowmelt at a continental, midlatitude Alpine site, Water Resour. Res., 33, 689–701, 1997.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Daley, R.: Atmospheric Data Analysis, Cambridge University Press, Cambridge UK, 1991.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Debele, B., Srinivasan, R, and Gosain, A. K.: Comparison of process-based and temperature-index snowmelt modeling in SWAT, Water Resour. Manag., 24, 1065–1088, 2010.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Easton, Z. M., Gérard-Marchant, P., Walter, M. T., Petrovic, A. M., and Steenhuis, T. S.: Hydrologic assessment of an urban variable source watershed in the northeast United States, Water Resour. Res., 43, W03413, &lt;a href=&quot;http://dx.doi.org/10.1029/2006WR005076&quot;&gt;https://doi.org/10.1029/2006WR005076&lt;/a&gt;, 2007.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Ek, M. B., Mitchell, K. E., Lin, Y., Rogers, E., Grunmann, P., Koren, V., Gayno, G., and Tarpley, J. D.: Implementation of Noah land surface model advances in the National Centers for Environmental Prediction operational mesoscale Eta model, J. Geophys. Res., 108, 8851, &lt;a href=&quot;http://dx.doi.org/10.1029/2002JD003296&quot;&gt;https://doi.org/10.1029/2002JD003296&lt;/a&gt;, 2003.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Goodison, B. E., Louie, P. Y. T., and Yang, D.: The WMO solid precipitation measurement intercomparison, World Meteorological Organization, Instruments and observing Methods, 67, p 35, 1998.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Grimmond, C. S. B., Cleugh, H. A., and Oke, T. R.: An objective urban heat storage model and its comparison with other schemes, Atmos. Environ., 25B, 311–326, 1991.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Grimmond, C. S. B., Blackett, M., Best, M. J., Baik, J.-J., Belcher, S. E., Beringer, J., Bohnenstengel, S. I., Calmet, I., Chen, F., Coutts, A., Dandou, A., Fortuniak, K., Gouvea, M. L., Hamdi, R., Hendry, M., Kanda, M., Kawai, T., Kawamoto, Y., Kondo, H., Krayenhoff, E. S., Lee, S.-H., Loridan, T., Martilli, A., Masson, V., Miao, S., Oleson, K., Ooka, R., Pigeon, R., Porson, A., Ryu, Y.-H., Salamanca, F., Steeneveld, G. J., Tombrou, M., Voogt, J. A., Young, D. T., and Zhang, N.: Initial results from Phase 2 of the international urban energy balance model comparison, Int. J. Climatol., 31, 244–272, &lt;a href=&quot;http://dx.doi.org/10.1002/joc.2227&quot;&gt;https://doi.org/10.1002/joc.2227&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Jacobson, C. R.: Identification and quantification of the hydrological impacts of imperviousness in urban catchments: A review, J. Environ. Manage., 92, 1438–1448, 2011.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Järvi, L., Hannuniemi, H., Hussein, T., Junninen, H., Aalto, P. P., Hillamo, R., Mäkelä, T., Keronen, P., Siivola, E., Vesala, T., and Kulmala, M.: The urban measurement station SMEAR III: Continuous monitoring of air pollution and surface-atmosphere interactions in Helsinki, Finland, Boreal Env. Res., 14 (Suppl. A), 86–109, 2009a.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Järvi, L., Mammarella, I., Eugster, W., Ibrom, A., Siivola, E., Dellwik, E., Keronen, P., Burba, G., and Vesala, T.: Comparison of net CO&lt;sub&gt;2&lt;/sub&gt; fluxes measured with open- and closed-path infrared gas analyzers in urban complex environment, Boreal Env. Res., 14, 499–514, 2009b.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Järvi, L., Grimmond, C. S. B., and Christen, A.: The surface urban energy and water balance scheme (SUEWS): Evaluation in Los Angeles and Vancouver, J. Hydrol., 411, 219–237, 2011.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Järvi, L., Nordbo, A., Junninen, H., Riikonen, A., Moilanen, J., Nikinmaa, E., and Vesala, T.: Seasonal and annual variation of carbon dioxide surface fluxes in Helsinki, Finland, in 2006–2010, Atmos. Chem. Phys., 12, 8475–8489, &lt;a href=&quot;http://dx.doi.org/10.5194/acp-12-8475-2012&quot;&gt;https://doi.org/10.5194/acp-12-8475-2012&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Jin, J., Gao, X., Sorooshian, S., Yang, Z.-L., Bales, R., Dickinson, R. E., Sun, S.-F., and Wu, G.-X.: One-dimensional snow water and energy balance model for vegetated surfaces, Hydrol. Process., 13, 2467–2482, 1999.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Kane, D. L, Gieck, R. E., and Hinzman, L. D.: Snowmelt modeling at small Alaskan Arctic watershed, J. Hydrol. Eng., 2, 204–210, 1997.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Keskitalo, J., Bergquist, G., Gardeström, P., and Jansson, S.: A cellular timetable of autumn senescence, Plant Physiol., 139, 1635–1648, 2005.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Koivusalo, H. and Kokkonen, T.: Snow processes in a forest clearing and in a coniferous forest, J. Hydrol., 262, 145–164, 2002.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Kustas, W. P., Rango, A., and Uijlenhoet, R.: Simple energy budget algorithm for the snowmelt runoff model, Water Resour. Res., 30, 1515–1527, 1994.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Lemonsu, A., Bélair, S., Mailhot, J., Benjamin, M., Chagnon, F., Morneau, G., harvey, B., Voogt, J., and Jean, M.: Overview and first results of the Montreal Urban Snow Experiment 2005, J. Appl. Meteorol. Clim., 47, 59–75, 2008.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Lemonsu, A., Bélair, S., Mailhot, J., and Leroyer, S.: Evaluation of the Town Energy Balance model in cold and snowy conditions during the Montreal Urban Snow Experiment 2005, J. Appl. Meteorol. Clim., 49, 346–362, 2010.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Leroyer, S., Mailhot, J., Bélair, S., Lemonsu, A., and Strachan, I. B.: Modeling the surface energy budget during the thawing period of the 2006 Montreal Urban Snow Experiment, J. Appl. Meteorol. Clim., 49, 68–84, 2010.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Loridan, T. and Grimmond, C. S. B.: Characterization of energy flux partitioning in urban environments: Links with surface seasonal properties, J. Appl. Meteorol. Clim., 51, 219–241, 2012.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Loridan, T., Grimmond, C. S. B., Offerle, B. D., Young, D. T., Smith, T., Järvi, L., and Lindberg, F.: Local-scale Urban Meteorological Parameterization Scheme (LUMPS): Longwave radiation parameterization and seasonality related developments, J. Appl. Meteorol. Clim., 50, 185–202, &lt;a href=&quot;http://dx.doi.org/10.1175/2010JAMC2474.1&quot;&gt;https://doi.org/10.1175/2010JAMC2474.1&lt;/a&gt;, 2011.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Lowe, P. R.: An approximation polynomial for the computation of saturation vapor pressure, J. Appl. Meteorol., 16, 100–103, 1977.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Martine, G. and Marshall, A.: State of world population 2007: Unleashing the potential of urban growth, UN Popul. Fund, New York, 2007.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Martinec, J.: Hour-to-hour snowmelt rates and lysimeter outflow during an entire ablation period, Snow cover and Glacier Variations, Proceedings of the Baltimore Symposium, Maryland, IAHS Publ. 183, 1989.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Mitchell, V. G., McMahon, T. A., and Mein, R. G.: Components of the total water balance of an urban catchment, Environ. Manage., 32, 735–746, 2003.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Mitchell, V. G., Cleugh, H. A., Grimmond, C. S. B., and Xu, J.: Linking urban water balance and energy balance models to analyze urban design options, Hydrol. Process., 22, 2891–2900, 2008.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Nordbo, A., Järvi, L., and Vesala, T.: Revised eddy covariance flux calculation methodologies – effect on urban energy balance, Tellus B, 64, 18184, &lt;a href=&quot;http://dx.doi.org/10.3402/tellusb.v64i0.18184&quot;&gt;https://doi.org/10.3402/tellusb.v64i0.18184&lt;/a&gt;, 2012a.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Nordbo, A., Järvi, L., Haapanala, S., Moilanen, J., and Vesala, T.: Intra-City Variation in Urban Morphology and Turbulence Structure in Helsinki, Finland, Bound.-Lay. Meteorol., 146, 169–196, &lt;a href=&quot;http://dx.doi.org/10.1007/s10546-012-9773-y&quot;&gt;https://doi.org/10.1007/s10546-012-9773-y&lt;/a&gt;, 2012b.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Offerle, B., Grimmond, C. S. B., and Oke, T. R.: Parameterization of net all-wave radiation for urban areas, J. Appl. Meteor., 42, 1157–1173, 2003.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Oke, T.: Boundary Layer Climates, Routledge, London, UK, 1987.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Punkka, A. J. and Bister, M.: Occurrence of summertime convective precipitation and mesoscale convective systems in Finland during 2000-01, Mon. Weather Rev., 133, 362–373, 2005.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Rogers, R. R. and Yau, M. K.: A short course in cloud physics, Elsevier Science, Oxford, UK, 1996.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Savina, M., Schäppi, B., Molnar, P., Burlando, P., and Sevruk B.: Comparison of a tipping-bucket and electronic weighting precipitation gage for snowfall, Atmos. Res., 103, 45–51, 2012.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Semádeni-Davies, A. F.: Snow heterogeneity in Luleå, Sweden, Urban Water, 1, 39–47, 1999.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Semádeni-Davies, A. F. and Bengtsson, L.: Snowmelt sensitivity to radiation in the urban environment, Hydrol. Sci. J., 43, 67–89, 1998.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Semádeni-Davies, A. F. and Bengtsson, L.: The water balance of sub-arctic town, Hydrol. Process., 13, 1871–1885, 1999.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Semádeni-Davies, A., Lundberg, A., and Bengtsson, L.: Radiation balance of urban snow: a water management perspective, Cold Reg. Sci. Technol., 33, 59–76, 2001.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Souch, C., Grimmond, C. S. B., and Wolfe, C. P.: Evaporation rates from wetlands with different disturbance histories: Indiana dunes national lakeshore, Wetlands, 18, 216–229, 1998.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Sun, S., Jin, J., and Xue, Y.: A simple snow-atmosphere-soil transfer model, J. Geophys. Res., 104, 19587–19597, 1999.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Swenson, S. C. and Lawrence, D. M.: A new fractional snow-covered area parameterization for the Community Land Model and its effect on the surface energy balance, J. Geophys. Res., 117, D21107, &lt;a href=&quot;http://dx.doi.org/10.1029/2012JD0181788&quot;&gt;https://doi.org/10.1029/2012JD0181788&lt;/a&gt;, 2012.</mixed-citation>
</ref>
<ref id="ref52">
<label>52</label><mixed-citation publication-type="other" xlink:type="simple">Taylor, K. E.: Summarizing multiple aspects of model performance in a single diagram, J. Geophys. Res., 106, 7183–7192, 2001.</mixed-citation>
</ref>
<ref id="ref53">
<label>53</label><mixed-citation publication-type="other" xlink:type="simple">Tobin, C., Schaefli, B., Nicótina, L., Simoni, S., Barrenetxea, G., Smith, R., Parlange, M., and Rinaldo, A.: Improving the degree-day method for sub-daily melt simulations with physically-based diurnal variations, Adv. Water Resour., 55, 149–164, 2013.</mixed-citation>
</ref>
<ref id="ref54">
<label>54</label><mixed-citation publication-type="other" xlink:type="simple">Valeo, C. and Ho, C. L. I.: Modelling urban snowmelt runoff, J. Hydrol., 299, 237–251, 2004.</mixed-citation>
</ref>
<ref id="ref55">
<label>55</label><mixed-citation publication-type="other" xlink:type="simple">Valtanen, M., Sillanpää, N., and Setälä, H.: Effects of land use intensity on stormwater runoff and its temporal occurence in cold climates, Hydrol. Process., 28, 2639–2650, &lt;a href=&quot;http://dx.doi.org/10.1002/hyp.9819&quot;&gt;https://doi.org/10.1002/hyp.9819&lt;/a&gt;, 2013.</mixed-citation>
</ref>
<ref id="ref56">
<label>56</label><mixed-citation publication-type="other" xlink:type="simple">Vargo, J., Habeeb, D., and Stone, Jr., B.: The importance of land cover change across urban-rural typologies for climate modelling, J. Environ. Manage., 114, 243–252, 2013.</mixed-citation>
</ref>
<ref id="ref57">
<label>57</label><mixed-citation publication-type="other" xlink:type="simple">Verseghy, D. L.: CLASS – A Canadian land surface scheme for GCMS. 1, Soil Model, Int. J. Clim., 11, 111–133, 1991.</mixed-citation>
</ref>
<ref id="ref58">
<label>58</label><mixed-citation publication-type="other" xlink:type="simple">Vesala, T., Järvi, L., Launiainen, S., Sogachev, A., Rannik, Ü., Mammarella, I., Siivola, E., Keronen, P., Rinne, J., Riikonen, A., and Nikinmaa, E.: Surface-atmosphere interactions over complex urban terrain in Helsinki, Finland, Tellus 60B, 188–199, 2008.</mixed-citation>
</ref>
<ref id="ref59">
<label>59</label><mixed-citation publication-type="other" xlink:type="simple">Voogt, J. A. and Grimmond, C. S. B.: Modeling surface sensible heat flux using surface radiative temperatures in a simple urban area, J. Appl. Meteorol. 39, 1679–1699, 2000.</mixed-citation>
</ref>
</ref-list>
</back>
</article>