Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic

ABSTRACTThe Arctic amplification (AA) has exacerbated permafrost degradation, posing a serious threat to infrastructure security and other areas. Therefore, it is crucial to accurately assess the current status and future changes of permafrost, and reliable soil thermal conductivity (STC) is an impo...

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Published in:International Journal of Digital Earth
Main Authors: Wenhao Liu, Ren Li, Tonghua Wu, Xiaoxi Shi, Xiaodong Wu, Lin Zhao, Guojie Hu, Jimin Yao, Junjie Ma, Shenning Wang, Yao Xiao, Xiaofan Zhu, Jianzong Shi, Dong Wang, Yongping Qiao
Format: Article in Journal/Newspaper
Language:English
Published: Taylor & Francis Group 2023
Subjects:
Online Access:https://doi.org/10.1080/17538947.2023.2274417
https://doaj.org/article/26ccbd1df1aa4bcbabd980d792092690
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spelling ftdoajarticles:oai:doaj.org/article:26ccbd1df1aa4bcbabd980d792092690 2023-12-03T10:16:35+01:00 Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic Wenhao Liu Ren Li Tonghua Wu Xiaoxi Shi Xiaodong Wu Lin Zhao Guojie Hu Jimin Yao Junjie Ma Shenning Wang Yao Xiao Xiaofan Zhu Jianzong Shi Dong Wang Yongping Qiao 2023-12-01T00:00:00Z https://doi.org/10.1080/17538947.2023.2274417 https://doaj.org/article/26ccbd1df1aa4bcbabd980d792092690 EN eng Taylor & Francis Group https://www.tandfonline.com/doi/10.1080/17538947.2023.2274417 https://doaj.org/toc/1753-8947 https://doaj.org/toc/1753-8955 doi:10.1080/17538947.2023.2274417 1753-8955 1753-8947 https://doaj.org/article/26ccbd1df1aa4bcbabd980d792092690 International Journal of Digital Earth, Vol 16, Iss 2, Pp 4512-4532 (2023) Permafrost soil thermal conductivity Arctic spatial pattern machine learning Mathematical geography. Cartography GA1-1776 article 2023 ftdoajarticles https://doi.org/10.1080/17538947.2023.2274417 2023-11-05T01:41:15Z ABSTRACTThe Arctic amplification (AA) has exacerbated permafrost degradation, posing a serious threat to infrastructure security and other areas. Therefore, it is crucial to accurately assess the current status and future changes of permafrost, and reliable soil thermal conductivity (STC) is an important prerequisite for permafrost prediction. However, few methods and products are available for regional-scale STC simulations in permafrost of the Arctic, which lead to greater uncertainty in the simulation of land surface temperatures. This study conducted a preliminary STC simulation based on the XGBoost method. The results show that the average STC during the freezing period is between 0.71∼0.73 W·m−1K−1, and around 0.67 W·m−1K−1 during the thawing period; The variation of STC between the thawing and freezing period ranged from −0.34–0.23 W·m−1K−1, with an average value of −0.02 W·m−1K−1; The areas where STC of the thawing period is smaller than that of the freezing period are mainly concentrated in the marginal areas near the sea on the continental side of North America and in the typical areas of plains, lowlands, and plateaus on the continental side of Eurasia. The areas with large STC during the thawing period are concentrated in mountainous areas. Article in Journal/Newspaper Arctic permafrost Directory of Open Access Journals: DOAJ Articles Arctic International Journal of Digital Earth 16 2 4512 4532
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Permafrost
soil thermal conductivity
Arctic
spatial pattern
machine learning
Mathematical geography. Cartography
GA1-1776
spellingShingle Permafrost
soil thermal conductivity
Arctic
spatial pattern
machine learning
Mathematical geography. Cartography
GA1-1776
Wenhao Liu
Ren Li
Tonghua Wu
Xiaoxi Shi
Xiaodong Wu
Lin Zhao
Guojie Hu
Jimin Yao
Junjie Ma
Shenning Wang
Yao Xiao
Xiaofan Zhu
Jianzong Shi
Dong Wang
Yongping Qiao
Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic
topic_facet Permafrost
soil thermal conductivity
Arctic
spatial pattern
machine learning
Mathematical geography. Cartography
GA1-1776
description ABSTRACTThe Arctic amplification (AA) has exacerbated permafrost degradation, posing a serious threat to infrastructure security and other areas. Therefore, it is crucial to accurately assess the current status and future changes of permafrost, and reliable soil thermal conductivity (STC) is an important prerequisite for permafrost prediction. However, few methods and products are available for regional-scale STC simulations in permafrost of the Arctic, which lead to greater uncertainty in the simulation of land surface temperatures. This study conducted a preliminary STC simulation based on the XGBoost method. The results show that the average STC during the freezing period is between 0.71∼0.73 W·m−1K−1, and around 0.67 W·m−1K−1 during the thawing period; The variation of STC between the thawing and freezing period ranged from −0.34–0.23 W·m−1K−1, with an average value of −0.02 W·m−1K−1; The areas where STC of the thawing period is smaller than that of the freezing period are mainly concentrated in the marginal areas near the sea on the continental side of North America and in the typical areas of plains, lowlands, and plateaus on the continental side of Eurasia. The areas with large STC during the thawing period are concentrated in mountainous areas.
format Article in Journal/Newspaper
author Wenhao Liu
Ren Li
Tonghua Wu
Xiaoxi Shi
Xiaodong Wu
Lin Zhao
Guojie Hu
Jimin Yao
Junjie Ma
Shenning Wang
Yao Xiao
Xiaofan Zhu
Jianzong Shi
Dong Wang
Yongping Qiao
author_facet Wenhao Liu
Ren Li
Tonghua Wu
Xiaoxi Shi
Xiaodong Wu
Lin Zhao
Guojie Hu
Jimin Yao
Junjie Ma
Shenning Wang
Yao Xiao
Xiaofan Zhu
Jianzong Shi
Dong Wang
Yongping Qiao
author_sort Wenhao Liu
title Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic
title_short Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic
title_full Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic
title_fullStr Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic
title_full_unstemmed Preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the Arctic
title_sort preliminary simulation of spatial distribution patterns of soil thermal conductivity in permafrost of the arctic
publisher Taylor & Francis Group
publishDate 2023
url https://doi.org/10.1080/17538947.2023.2274417
https://doaj.org/article/26ccbd1df1aa4bcbabd980d792092690
geographic Arctic
geographic_facet Arctic
genre Arctic
permafrost
genre_facet Arctic
permafrost
op_source International Journal of Digital Earth, Vol 16, Iss 2, Pp 4512-4532 (2023)
op_relation https://www.tandfonline.com/doi/10.1080/17538947.2023.2274417
https://doaj.org/toc/1753-8947
https://doaj.org/toc/1753-8955
doi:10.1080/17538947.2023.2274417
1753-8955
1753-8947
https://doaj.org/article/26ccbd1df1aa4bcbabd980d792092690
op_doi https://doi.org/10.1080/17538947.2023.2274417
container_title International Journal of Digital Earth
container_volume 16
container_issue 2
container_start_page 4512
op_container_end_page 4532
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