Evaluation of air–soil temperature relationships simulated by land surfacemodels during winter across the permafrost region
Abstract
A realistic simulation of snow cover and its thermal properties are important for accurate modelling of permafrost. We analyse simulated relationships between air and near-surface (20 cm) soil temperatures in the Northern Hemisphere permafrost region during winter, with a particular focus on snow insulation effects in nine land surface models, and compare them with observations from 268 Russian stations. There are large cross-model differences in the simulated differences between near-surface soil and air temperatures (ΔT; 3 to 14 °C), in the sensitivity of soil-to-air temperature (0.13 to 0.96 °C-1), and in the relationship between Δ$$T$$ and snow depth. The observed relationship between Δ$$T$$ and snow depth can be used as a metric to evaluate the effects of each model's representation of snow insulation, hence guide improvements to the model's conceptual structure and process parameterisations. Models with better performance apply multilayer snow schemes and consider complex snow processes. Some models show poor performance in representing snow insulation due to underestimation of snow depth and/or overestimation of snow conductivity. Generally, models identified as most acceptable with respect to snow insulation simulate reasonable areas of near-surface permafrost (13.19 to 15.77 million km2). However, there is not a simple relationship between the sophistication ofmore »
- Authors:
-
more »
- Beijing Normal Univ. (China)
- Beijing Normal Univ. (China); Alfred Wegener Inst. Helmholtz Centre for Polar and Marine Research (AWI), Potsdam (Germany)
- French National Center for Scientific Research, Grenoble (France); Univ. Grenoble Alpes (France); Univ. of Versailles Saint-Quentin-en-Yvelines (France)
- National Center for Atmospheric Research, Boulder, CO (United States)
- Univ. of Alaska, Fairbanks, AK (United States)
- Met Office Hadley Centre, Exeter (United Kingdom)
- Univ. of Washington, Seattle, WA (United States)
- National Centre for Scientific Research (CNRS), Toulouse (France)
- Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
- Univ. of Victoria, BC (Canada)
- Japan Agency for Marine-Earth Science and Technology, Yokohama (Japan); Univ. of Alaska, Fairbanks, AK (United States)
- Lund Univ. (Sweden); ; Univ. of Copenhagen (Denmark)
- National Centre for Scientific Research (CNRS), Toulouse (France); L'Institute for Environment and Sustainablility (IES), Ispra (Italy)
- Arizona State Univ., Tempe, AZ (United States)
- Univ. of Versailles Saint-Quentin-en-Yvelines (France)
- French National Center for Scientific Research, Grenoble (France)
- Japan Agency for Marine-Earth Science and Technology, Yokohama (Japan)
- French National Center for Scientific Research, Grenoble (France); Univ. Grenoble Alpes (France)
- Lund Univ. (Sweden)
- National Inst. of Polar Research, Tachikawa (Japan)
- World Data Centre, Obninsk (Russian Federation)
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1471019
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Journal Article: Accepted Manuscript
- Journal Name:
- The Cryosphere (Online)
- Additional Journal Information:
- Journal Volume: 10; Journal Issue: 4; Journal ID: ISSN 1994-0424
- Publisher:
- European Geosciences Union
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 58 GEOSCIENCES
Citation Formats
Wang, Wenli, Rinke, Annette, Moore, John C., Ji, Duoying, Cui, Xuefeng, Peng, Shushi, Lawrence, David M., McGuire, A. David, Burke, Eleanor J., Chen, Xiaodong, Decharme, Bertrand, Koven, Charles, MacDougall, Andrew, Saito, Kazuyuki, Zhang, Wenxin, Alkama, Ramdane, Bohn, Theodore J., Ciais, Philippe, Delire, Christine, Gouttevin, Isabelle, Hajima, Tomohiro, Krinner, Gerhard, Lettenmaier, Dennis P., Miller, Paul A., Smith, Benjamin, Sueyoshi, Tetsuo, and Sherstiukov, Artem B. Evaluation of air–soil temperature relationships simulated by land surfacemodels during winter across the permafrost region. United States: N. p., 2016.
Web. doi:10.5194/tc-10-1721-2016.
Wang, Wenli, Rinke, Annette, Moore, John C., Ji, Duoying, Cui, Xuefeng, Peng, Shushi, Lawrence, David M., McGuire, A. David, Burke, Eleanor J., Chen, Xiaodong, Decharme, Bertrand, Koven, Charles, MacDougall, Andrew, Saito, Kazuyuki, Zhang, Wenxin, Alkama, Ramdane, Bohn, Theodore J., Ciais, Philippe, Delire, Christine, Gouttevin, Isabelle, Hajima, Tomohiro, Krinner, Gerhard, Lettenmaier, Dennis P., Miller, Paul A., Smith, Benjamin, Sueyoshi, Tetsuo, & Sherstiukov, Artem B. Evaluation of air–soil temperature relationships simulated by land surfacemodels during winter across the permafrost region. United States. https://doi.org/10.5194/tc-10-1721-2016
Wang, Wenli, Rinke, Annette, Moore, John C., Ji, Duoying, Cui, Xuefeng, Peng, Shushi, Lawrence, David M., McGuire, A. David, Burke, Eleanor J., Chen, Xiaodong, Decharme, Bertrand, Koven, Charles, MacDougall, Andrew, Saito, Kazuyuki, Zhang, Wenxin, Alkama, Ramdane, Bohn, Theodore J., Ciais, Philippe, Delire, Christine, Gouttevin, Isabelle, Hajima, Tomohiro, Krinner, Gerhard, Lettenmaier, Dennis P., Miller, Paul A., Smith, Benjamin, Sueyoshi, Tetsuo, and Sherstiukov, Artem B. 2016.
"Evaluation of air–soil temperature relationships simulated by land surfacemodels during winter across the permafrost region". United States. https://doi.org/10.5194/tc-10-1721-2016. https://www.osti.gov/servlets/purl/1471019.
@article{osti_1471019,
title = {Evaluation of air–soil temperature relationships simulated by land surfacemodels during winter across the permafrost region},
author = {Wang, Wenli and Rinke, Annette and Moore, John C. and Ji, Duoying and Cui, Xuefeng and Peng, Shushi and Lawrence, David M. and McGuire, A. David and Burke, Eleanor J. and Chen, Xiaodong and Decharme, Bertrand and Koven, Charles and MacDougall, Andrew and Saito, Kazuyuki and Zhang, Wenxin and Alkama, Ramdane and Bohn, Theodore J. and Ciais, Philippe and Delire, Christine and Gouttevin, Isabelle and Hajima, Tomohiro and Krinner, Gerhard and Lettenmaier, Dennis P. and Miller, Paul A. and Smith, Benjamin and Sueyoshi, Tetsuo and Sherstiukov, Artem B.},
abstractNote = {A realistic simulation of snow cover and its thermal properties are important for accurate modelling of permafrost. We analyse simulated relationships between air and near-surface (20 cm) soil temperatures in the Northern Hemisphere permafrost region during winter, with a particular focus on snow insulation effects in nine land surface models, and compare them with observations from 268 Russian stations. There are large cross-model differences in the simulated differences between near-surface soil and air temperatures (ΔT; 3 to 14 °C), in the sensitivity of soil-to-air temperature (0.13 to 0.96 °C-1), and in the relationship between Δ$T$ and snow depth. The observed relationship between Δ$T$ and snow depth can be used as a metric to evaluate the effects of each model's representation of snow insulation, hence guide improvements to the model's conceptual structure and process parameterisations. Models with better performance apply multilayer snow schemes and consider complex snow processes. Some models show poor performance in representing snow insulation due to underestimation of snow depth and/or overestimation of snow conductivity. Generally, models identified as most acceptable with respect to snow insulation simulate reasonable areas of near-surface permafrost (13.19 to 15.77 million km2). However, there is not a simple relationship between the sophistication of the snow insulation in the acceptable models and the simulated area of Northern Hemisphere near-surface permafrost, because several other factors, such as soil depth used in the models, the treatment of soil organic matter content, hydrology and vegetation cover, also affect the simulated permafrost distribution.},
doi = {10.5194/tc-10-1721-2016},
url = {https://www.osti.gov/biblio/1471019},
journal = {The Cryosphere (Online)},
issn = {1994-0424},
number = 4,
volume = 10,
place = {United States},
year = {Thu Aug 11 00:00:00 EDT 2016},
month = {Thu Aug 11 00:00:00 EDT 2016}
}
Web of Science
Figures / Tables:
Works referenced in this record:
Vulnerability of Permafrost Carbon to Climate Change: Implications for the Global Carbon Cycle
journal, September 2008
- Schuur, Edward A. G.; Bockheim, James; Canadell, Josep G.
- BioScience, Vol. 58, Issue 8
A new snow parameterization for the Météo-France climate model: Part I: validation in stand-alone experiments
journal, November 1995
- Douville, H.; Royer, J. -F.; Mahfouf, J. -F.
- Climate Dynamics, Vol. 12, Issue 1
The detailed snowpack scheme Crocus and its implementation in SURFEX v7.2
journal, January 2012
- Vionnet, V.; Brun, E.; Morin, S.
- Geoscientific Model Development, Vol. 5, Issue 3
The Common Land Model
journal, August 2003
- Dai, Yongjiu; Zeng, Xubin; Dickinson, Robert E.
- Bulletin of the American Meteorological Society, Vol. 84, Issue 8
A numerical model to simulate snow-cover stratigraphy for operational avalanche forecasting
journal, January 1992
- Brun, E.; David, P.; Sudul, M.
- Journal of Glaciology, Vol. 38, Issue 128
Influence of snow on near-surface ground temperatures in upland and alluvial environments of the outer Mackenzie Delta, Northwest Territories 1 This article is one of a series of papers published in this CJES Special Issue on the theme of Fundamental and applied research on permafrost in Canada .
journal, August 2012
- Morse, P. D.; Burn, C. R.; Kokelj, S. V.
- Canadian Journal of Earth Sciences, Vol. 49, Issue 8
Evaluation of Community Climate System Model soil temperatures using observations from Russia
journal, December 2007
- PaiMazumder, D.; Miller, J.; Li, Z.
- Theoretical and Applied Climatology, Vol. 94, Issue 3-4
Amount and timing of permafrost carbon release in response to climate warming: AMOUNT AND TIMING OF PERMAFROST CARBON RELEASE
journal, February 2011
- Schaefer, Kevin; Zhang, Tingjun; Bruhwiler, Lori
- Tellus B, Vol. 63, Issue 2
Climate and the limits of permafrost: a zonal analysis
journal, January 2002
- Smith, M. W.; Riseborough, D. W.
- Permafrost and Periglacial Processes, Vol. 13, Issue 1
Land surface insulation response to snow depth variability
journal, January 2010
- Ge, Yan; Gong, Gavin
- Journal of Geophysical Research, Vol. 115, Issue D8
Encyclopedia of Snow, Ice and Glaciers
book, January 2011
- Singh, Vijay P.; Singh, Pratap; Haritashya, Umesh K.
- Springer Dordrecht
Terrestrial vegetation and water balance—hydrological evaluation of a dynamic global vegetation model
journal, January 2004
- Gerten, Dieter; Schaphoff, Sibyll; Haberlandt, Uwe
- Journal of Hydrology, Vol. 286, Issue 1-4
Improved modeling of permafrost dynamics in a GCM land-surface scheme: MODELING PERMAFROST DYNAMICS IN ALASKA BY CLM3
journal, April 2007
- Nicolsky, D. J.; Romanovsky, V. E.; Alexeev, V. A.
- Geophysical Research Letters, Vol. 34, Issue 8
The effect of snow: How to better model ground surface temperatures
journal, June 2014
- Jafarov, E. E.; Nicolsky, D. J.; Romanovsky, V. E.
- Cold Regions Science and Technology, Vol. 102
A statistical approach to represent small-scale variability of permafrost temperatures due to snow cover
journal, January 2014
- Gisnås, K.; Westermann, S.; Schuler, T. V.
- The Cryosphere, Vol. 8, Issue 6
Wind-blown flux rates derived from drifts at arctic snow fences
journal, January 2013
- Sturm, Matthew; Stuefer, Svetlana
- Journal of Glaciology, Vol. 59, Issue 213
Occurrence of blowing snow events at an alpine site over a 10-year period: Observations and modelling
journal, May 2013
- Vionnet, V.; Guyomarc’h, G.; Naaim Bouvet, F.
- Advances in Water Resources, Vol. 55
An Intercomparison of Three Snow Schemes of Varying Complexity Coupled to the Same Land Surface Model: Local-Scale Evaluation at an Alpine Site
journal, August 2001
- Boone, Aaron; Etchevers, Pierre
- Journal of Hydrometeorology, Vol. 2, Issue 4
Influence of a complex land surface scheme on Arctic climate simulations
journal, January 2006
- Saha, S. K.; Rinke, A.; Dethloff, K.
- Journal of Geophysical Research, Vol. 111, Issue D22
8.15 Permafrost: Formation and Distribution, Thermal and Mechanical Properties
book, January 2013
- Marchenko, S.; Etzelmüller, B.
- Treatise on Geomorphology
The Representation of Snow in Land Surface Schemes: Results from PILPS 2(d)
journal, February 2001
- Slater, A. G.; Schlosser, C. A.; Desborough, C. E.
- Journal of Hydrometeorology, Vol. 2, Issue 1
The role of terrestrial snow cover in the climate system
journal, February 2007
- Vavrus, Steve
- Climate Dynamics, Vol. 29, Issue 1
Remote Sensing, Model-Derived and Ground Measurements of Snow Water Equivalent and Snow Density in Alaska
journal, January 2012
- Muskett, Reginald R.
- International Journal of Geosciences, Vol. 03, Issue 05
On the formation of high-latitude soil carbon stocks: Effects of cryoturbation and insulation by organic matter in a land surface model
journal, January 2009
- Koven, C.; Friedlingstein, P.; Ciais, P.
- Geophysical Research Letters, Vol. 36, Issue 21
Impacts of snow and organic soils parameterization on northern Eurasian soil temperature profiles simulated by the ISBA land surface model
journal, January 2016
- Decharme, Bertrand; Brun, Eric; Boone, Aaron
- The Cryosphere, Vol. 10, Issue 2
SNOWMIP2: An Evaluation of Forest Snow Process Simulations
journal, August 2009
- Essery, Richard; Rutter, Nick; Pomeroy, John
- Bulletin of the American Meteorological Society, Vol. 90, Issue 8
How the insulating properties of snow affect soil carbon distribution in the continental pan-Arctic area: SNOW INSULATION OF SOIL CARBON STOCKS
journal, June 2012
- Gouttevin, I.; Menegoz, M.; Dominé, F.
- Journal of Geophysical Research: Biogeosciences, Vol. 117, Issue G2
Diagnosing Present and Future Permafrost from Climate Models
journal, August 2013
- Slater, Andrew G.; Lawrence, David M.
- Journal of Climate, Vol. 26, Issue 15
The thermoinsulation effect of snow cover within a climate model
journal, December 2007
- Cook, Benjamin I.; Bonan, Gordon B.; Levis, Samuel
- Climate Dynamics, Vol. 31, Issue 1
Evaluation of an improved intermediate complexity snow scheme in the ORCHIDEE land surface model: ORCHIDEE SNOW MODEL EVALUATION
journal, June 2013
- Wang, Tao; Ottlé, Catherine; Boone, Aaron
- Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 12
The role of land surface dynamics in glacial inception: a study with the UVic Earth System Model
journal, December 2003
- Meissner, K. J.; Weaver, A. J.; Matthews, H. D.
- Climate Dynamics, Vol. 21, Issue 7-8
Past and recent changes in air and permafrost temperatures in eastern Siberia
journal, April 2007
- Romanovsky, V. E.; Sazonova, T. S.; Balobaev, V. T.
- Global and Planetary Change, Vol. 56, Issue 3-4
Estimating northern hemisphere snow water equivalent for climate research through assimilation of space-borne radiometer data and ground-based measurements
journal, December 2011
- Takala, Matias; Luojus, Kari; Pulliainen, Jouni
- Remote Sensing of Environment, Vol. 115, Issue 12
Comparison of weather station snowfall with winter snow accumulation in high arctic basins
journal, September 1983
- Woo, Ming‐ko; Heron, Richard; Marsh, Philip
- Atmosphere-Ocean, Vol. 21, Issue 3
Effect of snow cover on pan-Arctic permafrost thermal regimes
journal, October 2014
- Park, Hotaek; Fedorov, Alexander N.; Zheleznyak, Mikhail N.
- Climate Dynamics, Vol. 44, Issue 9-10
Integrating peatlands and permafrost into a dynamic global vegetation model: 2. Evaluation and sensitivity of vegetation and carbon cycle processes: PEATLANDS AND PERMAFROST IN LPJ, 2
journal, August 2009
- Wania, R.; Ross, I.; Prentice, I. C.
- Global Biogeochemical Cycles, Vol. 23, Issue 3
A new fractional snow-covered area parameterization for the Community Land Model and its effect on the surface energy balance: CLM SNOW COVER FRACTION
journal, November 2012
- Swenson, S. C.; Lawrence, D. M.
- Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D21
Influence of the Depth Hoar Layer of the Seasonal Snow Cover on the Ground Thermal Regime
journal, July 1996
- Zhang, T.; Osterkamp, T. E.; Stamnes, K.
- Water Resources Research, Vol. 32, Issue 7
Assessment of model estimates of land-atmosphere CO 2 exchange across Northern Eurasia
journal, January 2015
- Rawlins, M. A.; McGuire, A. D.; Kimball, J. S.
- Biogeosciences, Vol. 12, Issue 14
Modeling snow accumulation and ablation processes in forested environments: VIC SNOW MODEL
journal, May 2009
- Andreadis, Konstantinos M.; Storck, Pascal; Lettenmaier, Dennis P.
- Water Resources Research, Vol. 45, Issue 5
The Joint UK Land Environment Simulator (JULES), model description – Part 1: Energy and water fluxes
journal, January 2011
- Best, M. J.; Pryor, M.; Clark, D. B.
- Geoscientific Model Development, Vol. 4, Issue 3
Snow density climatology across the former USSR
journal, January 2014
- Zhong, X.; Zhang, T.; Wang, K.
- The Cryosphere, Vol. 8, Issue 2
An Improved Snow Scheme for the ECMWF Land Surface Model: Description and Offline Validation
journal, August 2010
- Dutra, Emanuel; Balsamo, Gianpaolo; Viterbo, Pedro
- Journal of Hydrometeorology, Vol. 11, Issue 4
Analysis of Permafrost Thermal Dynamics and Response to Climate Change in the CMIP5 Earth System Models
journal, March 2013
- Koven, Charles D.; Riley, William J.; Stern, Alex
- Journal of Climate, Vol. 26, Issue 6
Satellite-based modeling of permafrost temperatures in a tundra lowland landscape
journal, August 2013
- Langer, Moritz; Westermann, Sebastian; Heikenfeld, Max
- Remote Sensing of Environment, Vol. 135
Sensitivities and uncertainties of modeled ground temperatures in mountain environments
journal, January 2013
- Gubler, S.; Endrizzi, S.; Gruber, S.
- Geoscientific Model Development, Vol. 6, Issue 4
A comparison of 1701 snow models using observations from an alpine site
journal, May 2013
- Essery, Richard; Morin, Samuel; Lejeune, Yves
- Advances in Water Resources, Vol. 55
An observation-based assessment of the influences of air temperature and snow depth on soil temperature in Russia
journal, May 2014
- Park, Hotaek; Sherstiukov, Artem B.; Fedorov, Alexander N.
- Environmental Research Letters, Vol. 9, Issue 6
Complexity of Snow Schemes in a Climate Model and Its Impact on Surface Energy and Hydrology
journal, April 2012
- Dutra, Emanuel; Viterbo, Pedro; Miranda, Pedro M. A.
- Journal of Hydrometeorology, Vol. 13, Issue 2
Description and basic evaluation of Beijing Normal University Earth System Model (BNU-ESM) version 1
journal, January 2014
- Ji, D.; Wang, L.; Feng, J.
- Geoscientific Model Development, Vol. 7, Issue 5
The contribution of snow condition trends to future ground climate
journal, February 2009
- Lawrence, David M.; Slater, Andrew G.
- Climate Dynamics, Vol. 34, Issue 7-8
Simulation of Northern Eurasian Local Snow Depth, Mass, and Density Using a Detailed Snowpack Model and Meteorological Reanalyses
journal, February 2013
- Brun, Eric; Vionnet, Vincent; Boone, Aaron
- Journal of Hydrometeorology, Vol. 14, Issue 1
Modified snow algorithms in the Canadian land surface scheme: Model runs and sensitivity analysis at three boreal forest stands
journal, September 2006
- Bartlett, Paul A.; MacKay, Murray D.; Verseghy, Diana L.
- Atmosphere-Ocean, Vol. 44, Issue 3
Variability in the sensitivity among model simulations of permafrost and carbon dynamics in the permafrost region between 1960 and 2009: MODELING PERMAFROST CARBON DYNAMICS
journal, July 2016
- McGuire, A. David; Koven, Charles; Lawrence, David M.
- Global Biogeochemical Cycles, Vol. 30, Issue 7
A moving-point approach to model shallow ice sheets: a study case with radially symmetrical ice sheets
journal, January 2016
- Bonan, B.; Baines, M. J.; Nichols, N. K.
- The Cryosphere, Vol. 10, Issue 1
A regional climate model hindcast for Siberia: analysis of snow water equivalent
journal, January 2013
- Klehmet, K.; Geyer, B.; Rockel, B.
- The Cryosphere, Vol. 7, Issue 4
Intraseasonal variation in the thermoinsulation effect of snow cover on soil temperatures and energy balance: THERMOINSULATION OF SOIL BY SNOW COVER
journal, May 2002
- Sokratov, Sergey A.; Barry, Roger G.
- Journal of Geophysical Research: Atmospheres, Vol. 107, Issue D10
Simulation of permafrost and seasonal thaw depth in the JULES land surface scheme
journal, January 2011
- Dankers, R.; Burke, E. J.; Price, J.
- The Cryosphere, Vol. 5, Issue 3
A numerical model to simulate snow-cover stratigraphy for operational avalanche forecasting
journal, January 1992
- Brun, E.; David, P.; Sudul, M.
- Journal of Glaciology, Vol. 38, Issue 128
A new snow parameterization for the Météo-France climate model: Part II: validation in a 3-D GCM experiment
journal, November 1995
- Douville, H.; Royer, J. -F.; Mahfouf, J. -F.
- Climate Dynamics, Vol. 12, Issue 1
Sensitivities and uncertainties of modeled ground temperatures in mountain environments
journal, February 2013
- Gubler, S.; Endrizzi, S.; Gruber, S.
- Geoscientific Model Development Discussions
Simulation of permafrost and seasonal thaw depth in the JULES land surface scheme
journal, April 2011
- Dankers, R.; Burke, E. J.; Price, J.
- The Cryosphere Discussions
Snow density climatology across the former USSR
journal, July 2013
- Zhong, X.; Zhang, T.; Wang, K.
- The Cryospher Discussions
Sensitivities and uncertainties of modeled ground temperatures in mountain environments
text, January 2013
- Gubler, Stefanie; Endrizzi, Stefano; Gruber, Stephan
- Copernicus Publications
Amount and timing of permafrost carbon release in response to climate warming
journal, April 2011
- Chaefer, Kevin; Zhang, Tingjun; Bruhwiler, Lori
- Tellus B, Vol. 63, Issue 2
The Joint UK Land Environment Simulator (JULES), Model description – Part 1: Energy and water fluxes
journal, January 2011
- Best, M. J.; Pryor, M.; Clark, D. B.
- Geoscientific Model Development Discussions, Vol. 4, Issue 1
Works referencing / citing this record:
Uncertainties in coupled regional Arctic climate simulations associated with the used land surface model: Atmosphere and Permafrost in HIRHAM5-CLM4
journal, August 2017
- Matthes, Heidrun; Rinke, Annette; Zhou, Xu
- Journal of Geophysical Research: Atmospheres, Vol. 122, Issue 15
Changes in the Response of the Northern Hemisphere Carbon Uptake to Temperature Over the Last Three Decades
journal, May 2018
- Yin, Yi; Ciais, Philippe; Chevallier, Frederic
- Geophysical Research Letters, Vol. 45, Issue 9
Dependence of the evolution of carbon dynamics in the northern permafrost region on the trajectory of climate change
journal, March 2018
- McGuire, A. David; Lawrence, David M.; Koven, Charles
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 15
Impacts of snow on soil temperature observed across the circumpolar north
journal, April 2018
- Zhang, Yu; Sherstiukov, Artem B.; Qian, Budong
- Environmental Research Letters, Vol. 13, Issue 4
An ecological barrier between the Himalayas and the Hengduan Mountains maintains the disjunct distribution of Roscoea
journal, October 2019
- Li, De‐Bao; Ou, Xiao‐Kun; Zhao, Jian‐Li
- Journal of Biogeography, Vol. 47, Issue 2
ORCHIDEE-MICT (v8.4.1), a land surface model for the high latitudes: model description and validation
journal, January 2018
- Guimberteau, Matthieu; Zhu, Dan; Maignan, Fabienne
- Geoscientific Model Development, Vol. 11, Issue 1
Effects of short-term variability of meteorological variables on soil temperature in permafrost regions
journal, January 2018
- Beer, Christian; Porada, Philipp; Ekici, Altug
- The Cryosphere, Vol. 12, Issue 2
Permafrost variability over the Northern Hemisphere based on the MERRA-2 reanalysis
journal, January 2019
- Tao, Jing; Koster, Randal D.; Reichle, Rolf H.
- The Cryosphere, Vol. 13, Issue 8
Soil moisture and hydrology projections of the permafrost region – a model intercomparison
journal, January 2020
- Andresen, Christian G.; Lawrence, David M.; Wilson, Cathy J.
- The Cryosphere, Vol. 14, Issue 2
Effects of short-term variability of meteorological variables on soil temperature in permafrost regions
text, January 2018
- Beer, Christian; Porada, Philipp; Ekici, Sait Altug
- Copernicus Publications