Articles | Volume 16, issue 13
https://doi.org/10.5194/gmd-16-3849-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/gmd-16-3849-2023
© Author(s) 2023. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
The mixed-layer depth in the Ocean Model Intercomparison Project (OMIP): impact of resolving mesoscale eddies
Anne Marie Treguier
CORRESPONDING AUTHOR
Laboratoire d'Océanographie Physique et Spatiale (LOPS), Univ. Brest, CNRS, IRD, Ifremer, IUEM, Brest, France
Clement de Boyer Montégut
Laboratoire d'Océanographie Physique et Spatiale (LOPS), Univ. Brest, CNRS, IRD, Ifremer, IUEM, Brest, France
Alexandra Bozec
Center for Ocean–Atmospheric Prediction Studies, Florida State University, Tallahassee, FL, USA
Eric P. Chassignet
Center for Ocean–Atmospheric Prediction Studies, Florida State University, Tallahassee, FL, USA
Baylor Fox-Kemper
Department of Earth, Environmental, and Planetary Sciences, Brown University, Providence, RI, USA
Andy McC. Hogg
Research School of Earth Sciences, Australian National University, Canberra, Australia
ARC Centre of Excellence for Climate Extremes, Australian National University, Canberra, Australia
Doroteaciro Iovino
Ocean Modeling and Data Assimilation Division, Fondazione Centro Euro-Mediterraneo sui Cambiamenti Climatici (CMCC), Bologna, Italy
Andrew E. Kiss
Research School of Earth Sciences, Australian National University, Canberra, Australia
ARC Centre of Excellence for Climate Extremes, Australian National University, Canberra, Australia
Julien Le Sommer
CNRS, IRD, Grenoble INP, INRAE, IGE, Université Grenoble Alpes, Grenoble, France
State Key Laboratory of Numerical Modeling for Atmospheric Sciences and Geophysical Fluid Dynamics, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing, China
Pengfei Lin
State Key Laboratory of Numerical Modeling for Atmospheric Sciences and Geophysical Fluid Dynamics, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing, China
Camille Lique
Laboratoire d'Océanographie Physique et Spatiale (LOPS), Univ. Brest, CNRS, IRD, Ifremer, IUEM, Brest, France
Hailong Liu
State Key Laboratory of Numerical Modeling for Atmospheric Sciences and Geophysical Fluid Dynamics, Institute of Atmospheric Physics, Chinese Academy of Sciences, Beijing, China
Guillaume Serazin
Laboratoire d'Océanographie Physique et Spatiale (LOPS), Univ. Brest, CNRS, IRD, Ifremer, IUEM, Brest, France
Dmitry Sidorenko
Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research (AWI), Bremerhaven, Germany
Qiang Wang
Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research (AWI), Bremerhaven, Germany
Xiaobio Xu
Center for Ocean–Atmospheric Prediction Studies, Florida State University, Tallahassee, FL, USA
Steve Yeager
National Center for Atmospheric Research, Boulder, CO, USA
Viewed
Total article views: 10,613 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 28 Feb 2023)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 5,810 | 4,634 | 169 | 10,613 | 225 | 360 |
- HTML: 5,810
- PDF: 4,634
- XML: 169
- Total: 10,613
- BibTeX: 225
- EndNote: 360
Total article views: 7,469 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 12 Jul 2023)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 4,290 | 3,076 | 103 | 7,469 | 140 | 189 |
- HTML: 4,290
- PDF: 3,076
- XML: 103
- Total: 7,469
- BibTeX: 140
- EndNote: 189
Total article views: 3,144 (including HTML, PDF, and XML)
Cumulative views and downloads
(calculated since 28 Feb 2023)
| HTML | XML | Total | BibTeX | EndNote | |
|---|---|---|---|---|---|
| 1,520 | 1,558 | 66 | 3,144 | 85 | 171 |
- HTML: 1,520
- PDF: 1,558
- XML: 66
- Total: 3,144
- BibTeX: 85
- EndNote: 171
Viewed (geographical distribution)
Total article views: 10,613 (including HTML, PDF, and XML)
Thereof 10,468 with geography defined
and 145 with unknown origin.
Total article views: 7,469 (including HTML, PDF, and XML)
Thereof 7,333 with geography defined
and 136 with unknown origin.
Total article views: 3,144 (including HTML, PDF, and XML)
Thereof 3,135 with geography defined
and 9 with unknown origin.
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Country | # | Views | % |
|---|
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
| Total: | 0 |
| HTML: | 0 |
| PDF: | 0 |
| XML: | 0 |
- 1
1
Cited
43 citations as recorded by crossref.
- CRA-LICOM: a global high-frequency atmospheric and oceanic temporal gravity field product (2002–2024) F. Yang et al. https://doi.org/10.5194/essd-17-4691-2025
- Site selection for ocean alkalinity enhancement informed by passive tracer simulations Y. Guo et al. https://doi.org/10.1038/s43247-025-02480-1
- Impact of ocean vertical-mixing parameterization on Arctic sea ice and upper-ocean properties using the NEMO-SI3 model S. Allende et al. https://doi.org/10.5194/gmd-17-7445-2024
- The global ocean mixed layer depth derived from an energy approach based on buoyancy work E. Moreles et al. https://doi.org/10.5194/os-21-2019-2025
- CARIB12: a regional Community Earth System Model/Modular Ocean Model 6 configuration of the Caribbean Sea G. Seijo-Ellis et al. https://doi.org/10.5194/gmd-17-8989-2024
- Improvement in wintertime mixed layer depth simulation by CMIP6 compared to CMIP5 climate models T. Xu et al. https://doi.org/10.1016/j.ocemod.2025.102545
- The ACCESS-CM2 climate model with a higher resolution ocean-sea ice component (1/4°) W. Huneke et al. https://doi.org/10.5194/gmd-18-9991-2025
- Roles of Earth’s Albedo Variations and Top-of-the-Atmosphere Energy Imbalance in Recent Warming: New Insights from Satellite and Surface Observations N. Nikolov & K. Zeller https://doi.org/10.3390/geomatics4030017
- Wind-mixed layer deepening in a rotating frame M. Coppin et al. https://doi.org/10.1080/03091929.2025.2609460
- Contrasting high-latitude mixed layer depth trends in Earth System Models and data products and their impact on temporal pCO2 variability C. Danek & J. Hauck https://doi.org/10.1007/s00382-026-08109-z
- Eddy-induced modulation of marine heatwaves and cold spells in a tropical region: a case study in the natuna sea area G. Napitupulu https://doi.org/10.1007/s10236-025-01673-8
- Sensitivity of the tropical Atlantic to vertical mixing in two ocean models (ICON-O v2.6.6 and FESOM v2.5) S. Bastin et al. https://doi.org/10.5194/gmd-18-1189-2025
- Interpretable Adaptive Multiscale Spatiotemporal Network for Long-Term Global Sea Surface Temperature Prediction R. Hao et al. https://doi.org/10.3390/rs18070997
- Evaluation of the CMCC global eddying ocean model for the Ocean Model Intercomparison Project (OMIP2) D. Iovino et al. https://doi.org/10.5194/gmd-16-6127-2023
- Implementation and evaluation of a new parameterization of submesoscale vertical flux in a mesoscale-resolving model in the North Pacific Z. Feng et al. https://doi.org/10.1016/j.ocemod.2025.102655
- Physical inconsistencies in the representation of the ocean heat-carbon nexus in simple climate models R. Séférian et al. https://doi.org/10.1038/s43247-024-01464-x
- Extended-range prediction of late-winter extreme mixed layer depth south of the kuroshio extension in the ECMWF and CMA models X. Qi & J. Yu https://doi.org/10.1016/j.ocemod.2026.102704
- Development and evaluation of vertical turbulent mixing schemes for the ocean boundary layer in climate models R. Ahtamyanov et al. https://doi.org/10.1515/rnam-2026-0007
- Revisiting climate impacts of an AMOC slowdown: dependence on freshwater locations in the North Atlantic Q. Ma et al. https://doi.org/10.1126/sciadv.adr3243
- Global ocean surface and subsurface temperature forecast skill over subseasonal to seasonal timescales G. Smith et al. https://doi.org/10.1071/ES23020
- Ocean stratification in a warming climate L. Cheng et al. https://doi.org/10.1038/s43017-025-00715-5
- Accelerating LASG/IAP climate system ocean model version 3 for performance portability using Kokkos J. Wei et al. https://doi.org/10.1016/j.future.2024.06.029
- Multi-year simulations at kilometre scale with the Integrated Forecasting System coupled to FESOM2.5 and NEMOv3.4 T. Rackow et al. https://doi.org/10.5194/gmd-18-33-2025
- Rapid subsurface warming in the subpolar North Atlantic from freshening L. Menviel et al. https://doi.org/10.1038/s41467-026-70635-5
- Influence of stratified shear instabilities on particle sedimentation in three-dimensional simulations with application to marine carbon dioxide removal A. Yang et al. https://doi.org/10.1103/PhysRevFluids.10.014501
- Improvement of a Large-Scale Circulation Simulation in an Ocean-Sea Ice Model with High Resolution Y. Li et al. https://doi.org/10.1007/s00376-025-5050-0
- Impact of increased resolution on Arctic Ocean simulations in Ocean Model Intercomparison Project phase 2 (OMIP-2) Q. Wang et al. https://doi.org/10.5194/gmd-17-347-2024
- Ocean liming can help achieve the Paris climate target J. Strefler et al. https://doi.org/10.1088/1748-9326/adf12c
- Local effect of a submesoscale parameterization scheme and its remote influences on large-scale circulation in the Northwest Pacific Z. Zhang et al. https://doi.org/10.1016/j.ocemod.2025.102650
- New insights into the South China Sea throughflow and water budget seasonal cycle: evaluation and analysis of a high-resolution configuration of the ocean model SYMPHONIE version 2.4 N. Trinh et al. https://doi.org/10.5194/gmd-17-1831-2024
- Seasonal Variability of Surface Heat Transport in the Banda Sea G. Napitupulu et al. https://doi.org/10.1007/s41208-025-00840-4
- BIOPERIANT12: a mesoscale-resolving coupled physics–biogeochemical model for the Southern Ocean N. Chang et al. https://doi.org/10.5194/gmd-18-6415-2025
- The impact of polar lows on the underlying ocean varies significantly by location T. Lin & L. Wu https://doi.org/10.1038/s43247-025-02972-0
- Generalized stability landscape of the Atlantic meridional overturning circulation M. Willeit & A. Ganopolski https://doi.org/10.5194/esd-15-1417-2024
- Climate change and terrigenous inputs decrease the efficiency of the future Arctic Ocean’s biological carbon pump L. Oziel et al. https://doi.org/10.1038/s41558-024-02233-6
- Mediterranean Sea heat uptake variability as a precursor to winter precipitation in the Levant O. Cohen et al. https://doi.org/10.5194/wcd-7-263-2026
- Evaluation of the multi-scale variability of ocean bottom pressure in a global ocean general circulation model J. Bai et al. https://doi.org/10.1007/s13131-026-2637-y
- An assessment of equatorial Atlantic interannual variability in Ocean Model Intercomparison Project (OMIP) simulations A. Prigent & R. Farneti https://doi.org/10.5194/os-20-1067-2024
- Ecological modelling of hycean worlds G. Cooke et al. https://doi.org/10.1093/mnras/stag495
- From nutrients to fish: Impacts of mesoscale processes in a global CESM-FEISTY eddying ocean model framework K. Krumhardt et al. https://doi.org/10.1016/j.pocean.2024.103314
- How Accurately Are MERMAID Seismograms Located? G. Nolet et al. https://doi.org/10.1785/0220230377
- Mesoscale eddies inhibit intensification of the Subantarctic Front under global warming D. Li et al. https://doi.org/10.1088/1748-9326/ad8173
- Emergence of an oceanic CO2 uptake hole under global warming H. Lee et al. https://doi.org/10.1038/s41467-025-57724-7
43 citations as recorded by crossref.
- CRA-LICOM: a global high-frequency atmospheric and oceanic temporal gravity field product (2002–2024) F. Yang et al. https://doi.org/10.5194/essd-17-4691-2025
- Site selection for ocean alkalinity enhancement informed by passive tracer simulations Y. Guo et al. https://doi.org/10.1038/s43247-025-02480-1
- Impact of ocean vertical-mixing parameterization on Arctic sea ice and upper-ocean properties using the NEMO-SI3 model S. Allende et al. https://doi.org/10.5194/gmd-17-7445-2024
- The global ocean mixed layer depth derived from an energy approach based on buoyancy work E. Moreles et al. https://doi.org/10.5194/os-21-2019-2025
- CARIB12: a regional Community Earth System Model/Modular Ocean Model 6 configuration of the Caribbean Sea G. Seijo-Ellis et al. https://doi.org/10.5194/gmd-17-8989-2024
- Improvement in wintertime mixed layer depth simulation by CMIP6 compared to CMIP5 climate models T. Xu et al. https://doi.org/10.1016/j.ocemod.2025.102545
- The ACCESS-CM2 climate model with a higher resolution ocean-sea ice component (1/4°) W. Huneke et al. https://doi.org/10.5194/gmd-18-9991-2025
- Roles of Earth’s Albedo Variations and Top-of-the-Atmosphere Energy Imbalance in Recent Warming: New Insights from Satellite and Surface Observations N. Nikolov & K. Zeller https://doi.org/10.3390/geomatics4030017
- Wind-mixed layer deepening in a rotating frame M. Coppin et al. https://doi.org/10.1080/03091929.2025.2609460
- Contrasting high-latitude mixed layer depth trends in Earth System Models and data products and their impact on temporal pCO2 variability C. Danek & J. Hauck https://doi.org/10.1007/s00382-026-08109-z
- Eddy-induced modulation of marine heatwaves and cold spells in a tropical region: a case study in the natuna sea area G. Napitupulu https://doi.org/10.1007/s10236-025-01673-8
- Sensitivity of the tropical Atlantic to vertical mixing in two ocean models (ICON-O v2.6.6 and FESOM v2.5) S. Bastin et al. https://doi.org/10.5194/gmd-18-1189-2025
- Interpretable Adaptive Multiscale Spatiotemporal Network for Long-Term Global Sea Surface Temperature Prediction R. Hao et al. https://doi.org/10.3390/rs18070997
- Evaluation of the CMCC global eddying ocean model for the Ocean Model Intercomparison Project (OMIP2) D. Iovino et al. https://doi.org/10.5194/gmd-16-6127-2023
- Implementation and evaluation of a new parameterization of submesoscale vertical flux in a mesoscale-resolving model in the North Pacific Z. Feng et al. https://doi.org/10.1016/j.ocemod.2025.102655
- Physical inconsistencies in the representation of the ocean heat-carbon nexus in simple climate models R. Séférian et al. https://doi.org/10.1038/s43247-024-01464-x
- Extended-range prediction of late-winter extreme mixed layer depth south of the kuroshio extension in the ECMWF and CMA models X. Qi & J. Yu https://doi.org/10.1016/j.ocemod.2026.102704
- Development and evaluation of vertical turbulent mixing schemes for the ocean boundary layer in climate models R. Ahtamyanov et al. https://doi.org/10.1515/rnam-2026-0007
- Revisiting climate impacts of an AMOC slowdown: dependence on freshwater locations in the North Atlantic Q. Ma et al. https://doi.org/10.1126/sciadv.adr3243
- Global ocean surface and subsurface temperature forecast skill over subseasonal to seasonal timescales G. Smith et al. https://doi.org/10.1071/ES23020
- Ocean stratification in a warming climate L. Cheng et al. https://doi.org/10.1038/s43017-025-00715-5
- Accelerating LASG/IAP climate system ocean model version 3 for performance portability using Kokkos J. Wei et al. https://doi.org/10.1016/j.future.2024.06.029
- Multi-year simulations at kilometre scale with the Integrated Forecasting System coupled to FESOM2.5 and NEMOv3.4 T. Rackow et al. https://doi.org/10.5194/gmd-18-33-2025
- Rapid subsurface warming in the subpolar North Atlantic from freshening L. Menviel et al. https://doi.org/10.1038/s41467-026-70635-5
- Influence of stratified shear instabilities on particle sedimentation in three-dimensional simulations with application to marine carbon dioxide removal A. Yang et al. https://doi.org/10.1103/PhysRevFluids.10.014501
- Improvement of a Large-Scale Circulation Simulation in an Ocean-Sea Ice Model with High Resolution Y. Li et al. https://doi.org/10.1007/s00376-025-5050-0
- Impact of increased resolution on Arctic Ocean simulations in Ocean Model Intercomparison Project phase 2 (OMIP-2) Q. Wang et al. https://doi.org/10.5194/gmd-17-347-2024
- Ocean liming can help achieve the Paris climate target J. Strefler et al. https://doi.org/10.1088/1748-9326/adf12c
- Local effect of a submesoscale parameterization scheme and its remote influences on large-scale circulation in the Northwest Pacific Z. Zhang et al. https://doi.org/10.1016/j.ocemod.2025.102650
- New insights into the South China Sea throughflow and water budget seasonal cycle: evaluation and analysis of a high-resolution configuration of the ocean model SYMPHONIE version 2.4 N. Trinh et al. https://doi.org/10.5194/gmd-17-1831-2024
- Seasonal Variability of Surface Heat Transport in the Banda Sea G. Napitupulu et al. https://doi.org/10.1007/s41208-025-00840-4
- BIOPERIANT12: a mesoscale-resolving coupled physics–biogeochemical model for the Southern Ocean N. Chang et al. https://doi.org/10.5194/gmd-18-6415-2025
- The impact of polar lows on the underlying ocean varies significantly by location T. Lin & L. Wu https://doi.org/10.1038/s43247-025-02972-0
- Generalized stability landscape of the Atlantic meridional overturning circulation M. Willeit & A. Ganopolski https://doi.org/10.5194/esd-15-1417-2024
- Climate change and terrigenous inputs decrease the efficiency of the future Arctic Ocean’s biological carbon pump L. Oziel et al. https://doi.org/10.1038/s41558-024-02233-6
- Mediterranean Sea heat uptake variability as a precursor to winter precipitation in the Levant O. Cohen et al. https://doi.org/10.5194/wcd-7-263-2026
- Evaluation of the multi-scale variability of ocean bottom pressure in a global ocean general circulation model J. Bai et al. https://doi.org/10.1007/s13131-026-2637-y
- An assessment of equatorial Atlantic interannual variability in Ocean Model Intercomparison Project (OMIP) simulations A. Prigent & R. Farneti https://doi.org/10.5194/os-20-1067-2024
- Ecological modelling of hycean worlds G. Cooke et al. https://doi.org/10.1093/mnras/stag495
- From nutrients to fish: Impacts of mesoscale processes in a global CESM-FEISTY eddying ocean model framework K. Krumhardt et al. https://doi.org/10.1016/j.pocean.2024.103314
- How Accurately Are MERMAID Seismograms Located? G. Nolet et al. https://doi.org/10.1785/0220230377
- Mesoscale eddies inhibit intensification of the Subantarctic Front under global warming D. Li et al. https://doi.org/10.1088/1748-9326/ad8173
- Emergence of an oceanic CO2 uptake hole under global warming H. Lee et al. https://doi.org/10.1038/s41467-025-57724-7
Saved (final revised paper)
Latest update: 13 Jun 2026
Short summary
The ocean mixed layer is the interface between the ocean interior and the atmosphere and plays a key role in climate variability. We evaluate the performance of the new generation of ocean models for climate studies, designed to resolve
ocean eddies, which are the largest source of ocean variability and modulate the mixed-layer properties. We find that the mixed-layer depth is better represented in eddy-rich models but, unfortunately, not uniformly across the globe and not in all models.
The ocean mixed layer is the interface between the ocean interior and the atmosphere and plays a...