Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau

ABSTRACT Permafrost ground ice melting could alter hydrological processes in cold regions by releasing water. Currently, there is a lack of gridded data of ground ice from the Qinghai‐Tibet Plateau (QTP). Using 664 borehole sample records, we applied a random forest (RF) method to predict the ground...

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Published in:Permafrost and Periglacial Processes
Main Authors: Zou, Defu, Pang, Qiangqiang, Zhao, Lin, Wang, Lingxiao, Hu, Guojie, Du, Erji, Liu, Guangyue, Liu, Shibo, Liu, Yadong
Other Authors: National Natural Science Foundation of China
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2024
Subjects:
Ice
Online Access:http://dx.doi.org/10.1002/ppp.2226
https://onlinelibrary.wiley.com/doi/pdf/10.1002/ppp.2226
id crwiley:10.1002/ppp.2226
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spelling crwiley:10.1002/ppp.2226 2024-06-02T08:07:58+00:00 Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau Zou, Defu Pang, Qiangqiang Zhao, Lin Wang, Lingxiao Hu, Guojie Du, Erji Liu, Guangyue Liu, Shibo Liu, Yadong National Natural Science Foundation of China 2024 http://dx.doi.org/10.1002/ppp.2226 https://onlinelibrary.wiley.com/doi/pdf/10.1002/ppp.2226 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#vor Permafrost and Periglacial Processes ISSN 1045-6740 1099-1530 journal-article 2024 crwiley https://doi.org/10.1002/ppp.2226 2024-05-03T11:44:06Z ABSTRACT Permafrost ground ice melting could alter hydrological processes in cold regions by releasing water. Currently, there is a lack of gridded data of ground ice from the Qinghai‐Tibet Plateau (QTP). Using 664 borehole sample records, we applied a random forest (RF) method to predict the ground ice content of permafrost between 2 and 10 m depth in three layers (2–3, 3–5, and 5–10 m) at a spatial resolution of 1 km. The RF predictions demonstrated an R 2 value exceeding 0.80 for all three layers with a negligible positive overestimation (0.98%–1.85%). The ground ice content of the first layer (2–3 m) can be predicted primarily using climate variables, but the contribution of terrain and soil variables increases as the depth increases. The total water storage of ground ice across the QTP permafrost (2–10 m depth) is approximately 3330.0 km 3 , with 403.5 km 3 in the 2–3 m layer, 857.2 km 3 in the 3–5 m layer, and 2069.3 km 3 in the 5–10 m layer. This study generated for the first time a gridded dataset of the shallow permafrost ground ice content across the entire QTP which can be used to improve simulations of hydrological processes in the permafrost regions. Article in Journal/Newspaper Ice permafrost Permafrost and Periglacial Processes Wiley Online Library Permafrost and Periglacial Processes
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description ABSTRACT Permafrost ground ice melting could alter hydrological processes in cold regions by releasing water. Currently, there is a lack of gridded data of ground ice from the Qinghai‐Tibet Plateau (QTP). Using 664 borehole sample records, we applied a random forest (RF) method to predict the ground ice content of permafrost between 2 and 10 m depth in three layers (2–3, 3–5, and 5–10 m) at a spatial resolution of 1 km. The RF predictions demonstrated an R 2 value exceeding 0.80 for all three layers with a negligible positive overestimation (0.98%–1.85%). The ground ice content of the first layer (2–3 m) can be predicted primarily using climate variables, but the contribution of terrain and soil variables increases as the depth increases. The total water storage of ground ice across the QTP permafrost (2–10 m depth) is approximately 3330.0 km 3 , with 403.5 km 3 in the 2–3 m layer, 857.2 km 3 in the 3–5 m layer, and 2069.3 km 3 in the 5–10 m layer. This study generated for the first time a gridded dataset of the shallow permafrost ground ice content across the entire QTP which can be used to improve simulations of hydrological processes in the permafrost regions.
author2 National Natural Science Foundation of China
format Article in Journal/Newspaper
author Zou, Defu
Pang, Qiangqiang
Zhao, Lin
Wang, Lingxiao
Hu, Guojie
Du, Erji
Liu, Guangyue
Liu, Shibo
Liu, Yadong
spellingShingle Zou, Defu
Pang, Qiangqiang
Zhao, Lin
Wang, Lingxiao
Hu, Guojie
Du, Erji
Liu, Guangyue
Liu, Shibo
Liu, Yadong
Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau
author_facet Zou, Defu
Pang, Qiangqiang
Zhao, Lin
Wang, Lingxiao
Hu, Guojie
Du, Erji
Liu, Guangyue
Liu, Shibo
Liu, Yadong
author_sort Zou, Defu
title Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau
title_short Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau
title_full Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau
title_fullStr Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau
title_full_unstemmed Estimation of Permafrost Ground Ice to 10 m Depth on the Qinghai‐Tibet Plateau
title_sort estimation of permafrost ground ice to 10 m depth on the qinghai‐tibet plateau
publisher Wiley
publishDate 2024
url http://dx.doi.org/10.1002/ppp.2226
https://onlinelibrary.wiley.com/doi/pdf/10.1002/ppp.2226
genre Ice
permafrost
Permafrost and Periglacial Processes
genre_facet Ice
permafrost
Permafrost and Periglacial Processes
op_source Permafrost and Periglacial Processes
ISSN 1045-6740 1099-1530
op_rights http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1002/ppp.2226
container_title Permafrost and Periglacial Processes
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