A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling
Permafrost over the Qinghai–Tibet Plateau (QTP) has received increasing attention due to its high sensitivity to climate change. Numerous spatial modeling studies have been conducted on the QTP to assess the status of permafrost, project future changes in permafrost, and diagnose contributors to per...
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ftdoajarticles:oai:doaj.org/article:a2b4d7c2292b4c9da6796b407db080d6 2023-10-09T21:55:06+02:00 A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling Z. Cao Z. Nan J. Hu Y. Chen Y. Zhang 2023-09-01T00:00:00Z https://doi.org/10.5194/essd-15-3905-2023 https://doaj.org/article/a2b4d7c2292b4c9da6796b407db080d6 EN eng Copernicus Publications https://essd.copernicus.org/articles/15/3905/2023/essd-15-3905-2023.pdf https://doaj.org/toc/1866-3508 https://doaj.org/toc/1866-3516 doi:10.5194/essd-15-3905-2023 1866-3508 1866-3516 https://doaj.org/article/a2b4d7c2292b4c9da6796b407db080d6 Earth System Science Data, Vol 15, Pp 3905-3930 (2023) Environmental sciences GE1-350 Geology QE1-996.5 article 2023 ftdoajarticles https://doi.org/10.5194/essd-15-3905-2023 2023-09-10T00:38:41Z Permafrost over the Qinghai–Tibet Plateau (QTP) has received increasing attention due to its high sensitivity to climate change. Numerous spatial modeling studies have been conducted on the QTP to assess the status of permafrost, project future changes in permafrost, and diagnose contributors to permafrost degradation. Due to the scarcity of ground stations on the QTP, these modeling studies are often hampered by the lack of validation references, calibration targets, and model constraints; however, a high-quality permafrost distribution map would be a good option as a benchmark for spatial simulations. Existing permafrost distribution maps for the QTP can poorly serve this purpose. An ideal benchmark map for spatial modeling should be methodologically sound, of sufficient accuracy, and based on observations from mapping years rather than all historical data spanning several decades. Therefore, in this study, we created a new permafrost distribution map for the QTP in 2010 using a novel permafrost mapping approach with satellite-derived ground surface thawing and freezing indices as inputs and survey-based subregion permafrost maps as constraints. This approach accounted for the effects of local factors by incorporating (into the model) an empirical soil parameter whose values were optimally estimated through spatial clustering and parameter optimization constrained by survey-based subregion permafrost maps, and the approach was also improved to reduce parametric equifinality. This new map showed a total permafrost area of about 1.086×10 6 km 2 (41.2 % of the QTP area) and seasonally frozen ground of about 1.447×10 6 km 2 (54.9 %) in 2010, excluding glaciers and lakes. Validations using survey-based subregion permafrost maps ( κ =0.74 ) and borehole records (overall accuracy =0.85 and κ =0.43 ) showed a higher accuracy of this map compared with two other recent maps. Inspection of regions with obvious distinctions between the maps affirms that the permafrost distribution on this map is more realistic than that ... Article in Journal/Newspaper permafrost Directory of Open Access Journals: DOAJ Articles Earth System Science Data 15 9 3905 3930 |
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Directory of Open Access Journals: DOAJ Articles |
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English |
topic |
Environmental sciences GE1-350 Geology QE1-996.5 |
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Environmental sciences GE1-350 Geology QE1-996.5 Z. Cao Z. Nan J. Hu Y. Chen Y. Zhang A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling |
topic_facet |
Environmental sciences GE1-350 Geology QE1-996.5 |
description |
Permafrost over the Qinghai–Tibet Plateau (QTP) has received increasing attention due to its high sensitivity to climate change. Numerous spatial modeling studies have been conducted on the QTP to assess the status of permafrost, project future changes in permafrost, and diagnose contributors to permafrost degradation. Due to the scarcity of ground stations on the QTP, these modeling studies are often hampered by the lack of validation references, calibration targets, and model constraints; however, a high-quality permafrost distribution map would be a good option as a benchmark for spatial simulations. Existing permafrost distribution maps for the QTP can poorly serve this purpose. An ideal benchmark map for spatial modeling should be methodologically sound, of sufficient accuracy, and based on observations from mapping years rather than all historical data spanning several decades. Therefore, in this study, we created a new permafrost distribution map for the QTP in 2010 using a novel permafrost mapping approach with satellite-derived ground surface thawing and freezing indices as inputs and survey-based subregion permafrost maps as constraints. This approach accounted for the effects of local factors by incorporating (into the model) an empirical soil parameter whose values were optimally estimated through spatial clustering and parameter optimization constrained by survey-based subregion permafrost maps, and the approach was also improved to reduce parametric equifinality. This new map showed a total permafrost area of about 1.086×10 6 km 2 (41.2 % of the QTP area) and seasonally frozen ground of about 1.447×10 6 km 2 (54.9 %) in 2010, excluding glaciers and lakes. Validations using survey-based subregion permafrost maps ( κ =0.74 ) and borehole records (overall accuracy =0.85 and κ =0.43 ) showed a higher accuracy of this map compared with two other recent maps. Inspection of regions with obvious distinctions between the maps affirms that the permafrost distribution on this map is more realistic than that ... |
format |
Article in Journal/Newspaper |
author |
Z. Cao Z. Nan J. Hu Y. Chen Y. Zhang |
author_facet |
Z. Cao Z. Nan J. Hu Y. Chen Y. Zhang |
author_sort |
Z. Cao |
title |
A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling |
title_short |
A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling |
title_full |
A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling |
title_fullStr |
A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling |
title_full_unstemmed |
A new 2010 permafrost distribution map over the Qinghai–Tibet Plateau based on subregion survey maps: a benchmark for regional permafrost modeling |
title_sort |
new 2010 permafrost distribution map over the qinghai–tibet plateau based on subregion survey maps: a benchmark for regional permafrost modeling |
publisher |
Copernicus Publications |
publishDate |
2023 |
url |
https://doi.org/10.5194/essd-15-3905-2023 https://doaj.org/article/a2b4d7c2292b4c9da6796b407db080d6 |
genre |
permafrost |
genre_facet |
permafrost |
op_source |
Earth System Science Data, Vol 15, Pp 3905-3930 (2023) |
op_relation |
https://essd.copernicus.org/articles/15/3905/2023/essd-15-3905-2023.pdf https://doaj.org/toc/1866-3508 https://doaj.org/toc/1866-3516 doi:10.5194/essd-15-3905-2023 1866-3508 1866-3516 https://doaj.org/article/a2b4d7c2292b4c9da6796b407db080d6 |
op_doi |
https://doi.org/10.5194/essd-15-3905-2023 |
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Earth System Science Data |
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15 |
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9 |
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3905 |
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3930 |
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