Articles | Volume 9, issue 3
https://doi.org/10.5194/tc-9-1303-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/tc-9-1303-2015
© Author(s) 2015. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
A ground temperature map of the North Atlantic permafrost region based on remote sensing and reanalysis data
S. Westermann
CORRESPONDING AUTHOR
Department of Geosciences, University of Oslo, P.O. Box 1047, Blindern, 0316 Oslo, Norway
Center for Permafrost (CENPERM), Department of Geosciences and Natural Resource Management, University of Copenhagen, Øster Voldgade 10, 1350 Copenhagen K., Denmark
T. I. Østby
Department of Geosciences, University of Oslo, P.O. Box 1047, Blindern, 0316 Oslo, Norway
K. Gisnås
Department of Geosciences, University of Oslo, P.O. Box 1047, Blindern, 0316 Oslo, Norway
T. V. Schuler
Department of Geosciences, University of Oslo, P.O. Box 1047, Blindern, 0316 Oslo, Norway
B. Etzelmüller
Department of Geosciences, University of Oslo, P.O. Box 1047, Blindern, 0316 Oslo, Norway
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Cited
75 citations as recorded by crossref.
- Seasonal Progression of Ground Displacement Identified with Satellite Radar Interferometry and the Impact of Unusually Warm Conditions on Permafrost at the Yamal Peninsula in 2016 A. Bartsch et al. 10.3390/rs11161865
- The CryoGrid community model (version 1.0) – a multi-physics toolbox for climate-driven simulations in the terrestrial cryosphere S. Westermann et al. 10.5194/gmd-16-2607-2023
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- Assessment and projection of ground freezing–thawing responses to climate change in the Upper Heihe River Basin, Northwest China J. Hu et al. 10.1016/j.ejrh.2022.101137
- Transient Modelling of Permafrost Distribution in Iceland J. Czekirda et al. 10.3389/feart.2019.00130
- Spatio-temporal variability of X-band radar backscatter and coherence over the Lena River Delta, Siberia S. Antonova et al. 10.1016/j.rse.2016.05.003
- Permafrost evolution in a mountain catchment near Santiago de Chile S. Ruiz Pereira et al. 10.1016/j.jsames.2021.103293
- A new map of permafrost distribution on the Tibetan Plateau D. Zou et al. 10.5194/tc-11-2527-2017
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- Vegetation Mapping in the Permafrost Region: A Case Study on the Central Qinghai-Tibet Plateau D. Zou et al. 10.3390/rs14010232
- Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data C. Kroisleitner et al. 10.5194/tc-12-2349-2018
- Latitudinal decline in stand biomass and productivity at the elevational treeline in the Ural mountains despite a common thermal growth limit F. Hagedorn et al. 10.1111/jbi.13867
- Permafrost Map for Norway, Sweden and Finland K. Gisnås et al. 10.1002/ppp.1922
- Simulated high-latitude soil thermal dynamics during the past 4 decades S. Peng et al. 10.5194/tc-10-179-2016
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- Widespread permafrost vulnerability and soil active layer increases over the high northern latitudes inferred from satellite remote sensing and process model assessments H. Park et al. 10.1016/j.rse.2015.12.046
- Modelling the spatial distribution of permafrost in Labrador–Ungava using the temperature at the top of permafrost R. Way et al. 10.1139/cjes-2016-0034
- The European mountain cryosphere: a review of its current state, trends, and future challenges M. Beniston et al. 10.5194/tc-12-759-2018
- Spring and summer monthly MODIS LST is inherently biased compared to air temperature in snow covered sub-Arctic mountains S. Williamson et al. 10.1016/j.rse.2016.11.009
- Remote sensing spatiotemporal patterns of frozen soil and the environmental controls over the Tibetan Plateau during 2002–2016 G. Zheng et al. 10.1016/j.rse.2020.111927
- Rock avalanches in northeastern Baffin Island, Canada: understanding low occurrence amid high hazard potential M. Matthew et al. 10.1007/s10346-024-02315-8
- Statistical Forecasting of Current and Future Circum‐Arctic Ground Temperatures and Active Layer Thickness J. Aalto et al. 10.1029/2018GL078007
- Thermal remote sensing for mapping the sub-Arctic permafrost and refining its southern limits C. Wang et al. 10.1016/j.jag.2023.103235
- Northern Hemisphere permafrost extent: Drylands, glaciers and sea floor. Comment to the paper: Obu, J., et al. 2019. Northern Hemisphere permafrost map based on TTOP modeling for 2000–2016 at 1 km2 scale, Earth Science Reviews, 193, 299–316 W. Dobiński 10.1016/j.earscirev.2019.103037
- Identification and Correlation Analysis of Engineering Environmental Risk Factors along the Qinghai–Tibet Engineering Corridor T. Zhang et al. 10.3390/rs14040908
- Landscape Effects of Wildfire on Permafrost Distribution in Interior Alaska Derived from Remote Sensing D. Brown et al. 10.3390/rs8080654
- Spatiotemporal dynamics of vegetation response to permafrost degradation in Northeast China L. Qiu et al. 10.1007/s40333-024-0088-x
- Changing permafrost in a warming world and feedbacks to the Earth system G. Grosse et al. 10.1088/1748-9326/11/4/040201
- Cryogenic land surface processes shape vegetation biomass patterns in northern European tundra J. Aalto et al. 10.1038/s43247-021-00292-7
- Small-scale variation of snow in a regional permafrost model K. Gisnås et al. 10.5194/tc-10-1201-2016
- Review article: Inferring permafrost and permafrost thaw in the mountains of the Hindu Kush Himalaya region S. Gruber et al. 10.5194/tc-11-81-2017
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- Long-Term Changes in the Permafrost Temperature and Surface Frost Number in Northeast China W. Shan et al. 10.3390/atmos15060652
- A Data Fusion Modeling Framework for Retrieval of Land Surface Temperature from Landsat-8 and MODIS Data G. Zhao et al. 10.3390/s20154337
- GlobSim (v1.0): deriving meteorological time series for point locations from multiple global reanalyses B. Cao et al. 10.5194/gmd-12-4661-2019
- Pan-Antarctic map of near-surface permafrost temperatures at 1 km2 scale J. Obu et al. 10.5194/tc-14-497-2020
- Environmental controls on ground temperature and permafrost in Labrador, northeast Canada R. Way & A. Lewkowicz 10.1002/ppp.1972
- Trends in Satellite Earth Observation for Permafrost Related Analyses—A Review M. Philipp et al. 10.3390/rs13061217
- Using MODIS Land Surface Temperatures for Permafrost Thermal Modeling in Beiluhe Basin on the Qinghai-Tibet Plateau A. Li et al. 10.3390/s19194200
- Mapping Mountain Permafrost Landscapes in Siberia Using Landsat Thermal Imagery S. Kalinicheva et al. 10.3390/geosciences9010004
- Assessment of LiDAR and Spectral Techniques for High-Resolution Mapping of Sporadic Permafrost on the Yukon-Kuskokwim Delta, Alaska M. Whitley et al. 10.3390/rs10020258
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- An observation-based constraint on permafrost loss as a function of global warming S. Chadburn et al. 10.1038/nclimate3262
- Identifying multidisciplinary research gaps across Arctic terrestrial gradients A. Virkkala et al. 10.1088/1748-9326/ab4291
- Projections of surface air temperature required to sustain permafrost and importance of adaptation to climate change in the Daisetsu Mountains, Japan T. Yokohata et al. 10.1038/s41598-021-94222-4
- Using thermal remote sensing in the classification of mountain permafrost landscapes S. Kalinicheva & A. Shestakova 10.1007/s11629-020-6475-7
- Transient modeling of the ground thermal conditions using satellite data in the Lena River delta, Siberia S. Westermann et al. 10.5194/tc-11-1441-2017
- Risk assessment of potential thaw settlement hazard in the permafrost regions of Qinghai-Tibet Plateau J. Ni et al. 10.1016/j.scitotenv.2021.145855
- Land Cover Mapping in Northern High Latitude Permafrost Regions with Satellite Data: Achievements and Remaining Challenges A. Bartsch et al. 10.3390/rs8120979
- Progress in space-borne studies of permafrost for climate science: Towards a multi-ECV approach A. Trofaier et al. 10.1016/j.rse.2017.05.021
- Spatial and Temporal Variability of Permafrost in the Western Part of the Russian Arctic G. Malkova et al. 10.3390/en15072311
- Development of an enthalpy‐based frozen soil model and its validation in a cold region in China H. Bao et al. 10.1002/2015JD024451
- The Norwegian National Ground Segment; Preservation, Distribution and Exploitation of Sentinel Data T. Halsne et al. 10.5334/dsj-2019-060
- Development of moderate-resolution gridded monthly air temperature and degree-day maps for the Labrador-Ungava region of northern Canada R. Way et al. 10.1002/joc.4721
- Spatial Distribution of Permafrost in the Xing’an Mountains of Northeast China from 2001 to 2018 Y. Zhang et al. 10.3390/land10111127
- Augmenting daily MODIS LST with AIRS surface temperature retrievals to estimate ground temperature and permafrost extent in High Mountain Asia K. Kim et al. 10.1016/j.rse.2024.114075
- Detection of Geocryological Conditions in Boreal Landscapes of the Southern Cryolithozone Using Thermal Infrared Remote Sensing Data: A Case Study of the Northern Part of the Yenisei Ridge A. Medvedkov et al. 10.3390/rs15020291
- Contrasting temperature trends across the ice-free part of Greenland A. Westergaard-Nielsen et al. 10.1038/s41598-018-19992-w
- An effective approach for mapping permafrost in a large area using subregion maps and satellite data J. Hu et al. 10.1002/ppp.2068
- Modeling Present and Future Permafrost Distribution at the Seward Peninsula, Alaska M. Debolskiy et al. 10.1029/2019JF005355
- Monitoring the spatial distribution and changes in permafrost with passive microwave remote sensing H. Gao et al. 10.1016/j.isprsjprs.2020.10.011
- An Accurate Device for Apparent Emissivity Characterization in Controlled Atmospheric Conditions Up To 1423 K C. Zhu et al. 10.1109/TIM.2019.2944504
- Glacially abraded rock flour from Greenland: Potential for macronutrient supply to plants K. Gunnarsen et al. 10.1002/jpln.201800647
- Seasonal evolution of active layer thaw depth and hillslope‐stream connectivity in a permafrost watershed G. Chiasson‐Poirier et al. 10.1029/2019WR025828
- TopoCLIM: rapid topography-based downscaling of regional climate model output in complex terrain v1.1 J. Fiddes et al. 10.5194/gmd-15-1753-2022
- Ensemble-based assimilation of fractional snow-covered area satellite retrievals to estimate the snow distribution at Arctic sites K. Aalstad et al. 10.5194/tc-12-247-2018
- A Downscaling Intercomparison Study: The Representation of Slope- and Ridge-Scale Processes in Models of Different Complexity B. Kruyt et al. 10.3389/feart.2022.789332
- Sensitivity evaluation of the Kudryavtsev permafrost model K. Wang et al. 10.1016/j.scitotenv.2020.137538
- Iron and silicon isotope behaviour accompanying weathering in Icelandic soils, and the implications for iron export from peatlands S. Opfergelt et al. 10.1016/j.gca.2017.08.033
74 citations as recorded by crossref.
- Seasonal Progression of Ground Displacement Identified with Satellite Radar Interferometry and the Impact of Unusually Warm Conditions on Permafrost at the Yamal Peninsula in 2016 A. Bartsch et al. 10.3390/rs11161865
- The CryoGrid community model (version 1.0) – a multi-physics toolbox for climate-driven simulations in the terrestrial cryosphere S. Westermann et al. 10.5194/gmd-16-2607-2023
- Remote Sensing of Landscape Change in Permafrost Regions M. Jorgenson & G. Grosse 10.1002/ppp.1914
- Expanding infrastructure and growing anthropogenic impacts along Arctic coasts A. Bartsch et al. 10.1088/1748-9326/ac3176
- Assessment and projection of ground freezing–thawing responses to climate change in the Upper Heihe River Basin, Northwest China J. Hu et al. 10.1016/j.ejrh.2022.101137
- Transient Modelling of Permafrost Distribution in Iceland J. Czekirda et al. 10.3389/feart.2019.00130
- Spatio-temporal variability of X-band radar backscatter and coherence over the Lena River Delta, Siberia S. Antonova et al. 10.1016/j.rse.2016.05.003
- Permafrost evolution in a mountain catchment near Santiago de Chile S. Ruiz Pereira et al. 10.1016/j.jsames.2021.103293
- A new map of permafrost distribution on the Tibetan Plateau D. Zou et al. 10.5194/tc-11-2527-2017
- Simulation of the Present and Future Projection of Permafrost on the Qinghai‐Tibet Plateau with Statistical and Machine Learning Models J. Ni et al. 10.1029/2020JD033402
- Long-term firn and mass balance modelling for Abramov Glacier in the data-scarce Pamir Alay M. Kronenberg et al. 10.5194/tc-16-5001-2022
- Vegetation Mapping in the Permafrost Region: A Case Study on the Central Qinghai-Tibet Plateau D. Zou et al. 10.3390/rs14010232
- Circumpolar patterns of potential mean annual ground temperature based on surface state obtained from microwave satellite data C. Kroisleitner et al. 10.5194/tc-12-2349-2018
- Latitudinal decline in stand biomass and productivity at the elevational treeline in the Ural mountains despite a common thermal growth limit F. Hagedorn et al. 10.1111/jbi.13867
- Permafrost Map for Norway, Sweden and Finland K. Gisnås et al. 10.1002/ppp.1922
- Simulated high-latitude soil thermal dynamics during the past 4 decades S. Peng et al. 10.5194/tc-10-179-2016
- Accuracy Evaluation and Consistency Analysis of Four Global Land Cover Products in the Arctic Region L. Liang et al. 10.3390/rs11121396
- Widespread permafrost vulnerability and soil active layer increases over the high northern latitudes inferred from satellite remote sensing and process model assessments H. Park et al. 10.1016/j.rse.2015.12.046
- Modelling the spatial distribution of permafrost in Labrador–Ungava using the temperature at the top of permafrost R. Way et al. 10.1139/cjes-2016-0034
- The European mountain cryosphere: a review of its current state, trends, and future challenges M. Beniston et al. 10.5194/tc-12-759-2018
- Spring and summer monthly MODIS LST is inherently biased compared to air temperature in snow covered sub-Arctic mountains S. Williamson et al. 10.1016/j.rse.2016.11.009
- Remote sensing spatiotemporal patterns of frozen soil and the environmental controls over the Tibetan Plateau during 2002–2016 G. Zheng et al. 10.1016/j.rse.2020.111927
- Rock avalanches in northeastern Baffin Island, Canada: understanding low occurrence amid high hazard potential M. Matthew et al. 10.1007/s10346-024-02315-8
- Statistical Forecasting of Current and Future Circum‐Arctic Ground Temperatures and Active Layer Thickness J. Aalto et al. 10.1029/2018GL078007
- Thermal remote sensing for mapping the sub-Arctic permafrost and refining its southern limits C. Wang et al. 10.1016/j.jag.2023.103235
- Northern Hemisphere permafrost extent: Drylands, glaciers and sea floor. Comment to the paper: Obu, J., et al. 2019. Northern Hemisphere permafrost map based on TTOP modeling for 2000–2016 at 1 km2 scale, Earth Science Reviews, 193, 299–316 W. Dobiński 10.1016/j.earscirev.2019.103037
- Identification and Correlation Analysis of Engineering Environmental Risk Factors along the Qinghai–Tibet Engineering Corridor T. Zhang et al. 10.3390/rs14040908
- Landscape Effects of Wildfire on Permafrost Distribution in Interior Alaska Derived from Remote Sensing D. Brown et al. 10.3390/rs8080654
- Spatiotemporal dynamics of vegetation response to permafrost degradation in Northeast China L. Qiu et al. 10.1007/s40333-024-0088-x
- Changing permafrost in a warming world and feedbacks to the Earth system G. Grosse et al. 10.1088/1748-9326/11/4/040201
- Cryogenic land surface processes shape vegetation biomass patterns in northern European tundra J. Aalto et al. 10.1038/s43247-021-00292-7
- Small-scale variation of snow in a regional permafrost model K. Gisnås et al. 10.5194/tc-10-1201-2016
- Review article: Inferring permafrost and permafrost thaw in the mountains of the Hindu Kush Himalaya region S. Gruber et al. 10.5194/tc-11-81-2017
- Permafrost Monitoring from Space A. Bartsch et al. 10.1007/s10712-023-09770-3
- Long-Term Changes in the Permafrost Temperature and Surface Frost Number in Northeast China W. Shan et al. 10.3390/atmos15060652
- A Data Fusion Modeling Framework for Retrieval of Land Surface Temperature from Landsat-8 and MODIS Data G. Zhao et al. 10.3390/s20154337
- GlobSim (v1.0): deriving meteorological time series for point locations from multiple global reanalyses B. Cao et al. 10.5194/gmd-12-4661-2019
- Pan-Antarctic map of near-surface permafrost temperatures at 1 km2 scale J. Obu et al. 10.5194/tc-14-497-2020
- Environmental controls on ground temperature and permafrost in Labrador, northeast Canada R. Way & A. Lewkowicz 10.1002/ppp.1972
- Trends in Satellite Earth Observation for Permafrost Related Analyses—A Review M. Philipp et al. 10.3390/rs13061217
- Using MODIS Land Surface Temperatures for Permafrost Thermal Modeling in Beiluhe Basin on the Qinghai-Tibet Plateau A. Li et al. 10.3390/s19194200
- Mapping Mountain Permafrost Landscapes in Siberia Using Landsat Thermal Imagery S. Kalinicheva et al. 10.3390/geosciences9010004
- Assessment of LiDAR and Spectral Techniques for High-Resolution Mapping of Sporadic Permafrost on the Yukon-Kuskokwim Delta, Alaska M. Whitley et al. 10.3390/rs10020258
- Diversity of Remote Sensing-Based Variable Inputs Improves the Estimation of Seasonal Maximum Freezing Depth B. Wang & Y. Ran 10.3390/rs13234829
- Northern Hemisphere permafrost map based on TTOP modelling for 2000–2016 at 1 km2 scale J. Obu et al. 10.1016/j.earscirev.2019.04.023
- Snow information is required in subcontinental scale predictions of mountain plant distributions T. Rissanen et al. 10.1111/geb.13315
- Statistical modelling predicts almost complete loss of major periglacial processes in Northern Europe by 2100 J. Aalto et al. 10.1038/s41467-017-00669-3
- The Norwegian National Ground Segment; Preservation, Distribution and Exploitation of Sentinel Data T. Halsne et al. 10.5334/dsj-2019-061
- An observation-based constraint on permafrost loss as a function of global warming S. Chadburn et al. 10.1038/nclimate3262
- Identifying multidisciplinary research gaps across Arctic terrestrial gradients A. Virkkala et al. 10.1088/1748-9326/ab4291
- Projections of surface air temperature required to sustain permafrost and importance of adaptation to climate change in the Daisetsu Mountains, Japan T. Yokohata et al. 10.1038/s41598-021-94222-4
- Using thermal remote sensing in the classification of mountain permafrost landscapes S. Kalinicheva & A. Shestakova 10.1007/s11629-020-6475-7
- Transient modeling of the ground thermal conditions using satellite data in the Lena River delta, Siberia S. Westermann et al. 10.5194/tc-11-1441-2017
- Risk assessment of potential thaw settlement hazard in the permafrost regions of Qinghai-Tibet Plateau J. Ni et al. 10.1016/j.scitotenv.2021.145855
- Land Cover Mapping in Northern High Latitude Permafrost Regions with Satellite Data: Achievements and Remaining Challenges A. Bartsch et al. 10.3390/rs8120979
- Progress in space-borne studies of permafrost for climate science: Towards a multi-ECV approach A. Trofaier et al. 10.1016/j.rse.2017.05.021
- Spatial and Temporal Variability of Permafrost in the Western Part of the Russian Arctic G. Malkova et al. 10.3390/en15072311
- Development of an enthalpy‐based frozen soil model and its validation in a cold region in China H. Bao et al. 10.1002/2015JD024451
- The Norwegian National Ground Segment; Preservation, Distribution and Exploitation of Sentinel Data T. Halsne et al. 10.5334/dsj-2019-060
- Development of moderate-resolution gridded monthly air temperature and degree-day maps for the Labrador-Ungava region of northern Canada R. Way et al. 10.1002/joc.4721
- Spatial Distribution of Permafrost in the Xing’an Mountains of Northeast China from 2001 to 2018 Y. Zhang et al. 10.3390/land10111127
- Augmenting daily MODIS LST with AIRS surface temperature retrievals to estimate ground temperature and permafrost extent in High Mountain Asia K. Kim et al. 10.1016/j.rse.2024.114075
- Detection of Geocryological Conditions in Boreal Landscapes of the Southern Cryolithozone Using Thermal Infrared Remote Sensing Data: A Case Study of the Northern Part of the Yenisei Ridge A. Medvedkov et al. 10.3390/rs15020291
- Contrasting temperature trends across the ice-free part of Greenland A. Westergaard-Nielsen et al. 10.1038/s41598-018-19992-w
- An effective approach for mapping permafrost in a large area using subregion maps and satellite data J. Hu et al. 10.1002/ppp.2068
- Modeling Present and Future Permafrost Distribution at the Seward Peninsula, Alaska M. Debolskiy et al. 10.1029/2019JF005355
- Monitoring the spatial distribution and changes in permafrost with passive microwave remote sensing H. Gao et al. 10.1016/j.isprsjprs.2020.10.011
- An Accurate Device for Apparent Emissivity Characterization in Controlled Atmospheric Conditions Up To 1423 K C. Zhu et al. 10.1109/TIM.2019.2944504
- Glacially abraded rock flour from Greenland: Potential for macronutrient supply to plants K. Gunnarsen et al. 10.1002/jpln.201800647
- Seasonal evolution of active layer thaw depth and hillslope‐stream connectivity in a permafrost watershed G. Chiasson‐Poirier et al. 10.1029/2019WR025828
- TopoCLIM: rapid topography-based downscaling of regional climate model output in complex terrain v1.1 J. Fiddes et al. 10.5194/gmd-15-1753-2022
- Ensemble-based assimilation of fractional snow-covered area satellite retrievals to estimate the snow distribution at Arctic sites K. Aalstad et al. 10.5194/tc-12-247-2018
- A Downscaling Intercomparison Study: The Representation of Slope- and Ridge-Scale Processes in Models of Different Complexity B. Kruyt et al. 10.3389/feart.2022.789332
- Sensitivity evaluation of the Kudryavtsev permafrost model K. Wang et al. 10.1016/j.scitotenv.2020.137538
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Latest update: 13 Dec 2024
Short summary
We use remotely sensed land surface temperature and land cover in conjunction with air temperature and snowfall from a reanalysis product as input for a simple permafrost model. The scheme is applied to the permafrost regions bordering the North Atlantic. A comparison with ground temperatures in boreholes suggests a modeling accuracy of 2 to 2.5 °C.
We use remotely sensed land surface temperature and land cover in conjunction with air...