A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau

Introduction: Landslides are known to be one of the most frequent types of geological disasters. However, there is not an established method for large-scale, rapid, and high-precision landslide extraction. The quantitative impact of environmental changes on landslide development is also not well und...

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Published in:Frontiers in Earth Science
Main Authors: Wentao Xu, Qinjun Wang, Jingyi Yang, Boqi Yuan, Chaokang He
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2024
Subjects:
Q
Online Access:https://doi.org/10.3389/feart.2024.1403888
https://doaj.org/article/92f9191820b3426ca97a932e3a7c3ac0
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spelling ftdoajarticles:oai:doaj.org/article:92f9191820b3426ca97a932e3a7c3ac0 2024-09-15T17:48:09+00:00 A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau Wentao Xu Qinjun Wang Jingyi Yang Boqi Yuan Chaokang He 2024-05-01T00:00:00Z https://doi.org/10.3389/feart.2024.1403888 https://doaj.org/article/92f9191820b3426ca97a932e3a7c3ac0 EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/feart.2024.1403888/full https://doaj.org/toc/2296-6463 2296-6463 doi:10.3389/feart.2024.1403888 https://doaj.org/article/92f9191820b3426ca97a932e3a7c3ac0 Frontiers in Earth Science, Vol 12 (2024) landslide extraction environmental factors southern Tibetan plateau (TP) Google Earth Engine (GEE) remote sensing Science Q article 2024 ftdoajarticles https://doi.org/10.3389/feart.2024.1403888 2024-08-05T17:49:21Z Introduction: Landslides are known to be one of the most frequent types of geological disasters. However, there is not an established method for large-scale, rapid, and high-precision landslide extraction. The quantitative impact of environmental changes on landslide development is also not well understood, which hinders accurate assessments and decision-making in environmental and disaster response. The polar regions, including the Antarctic, the Arctic, and the Tibetan plateau (TP), sensitive to global environmental changes, are significantly affected by global warming. This leads to extensive landslide development, particularly in the southern TP. This research focuses on new landslides in the southern TP, exploring extraction methods and the relationship between landslides and environmental factors.Methods: Utilizing the Google Earth Engine (GEE) and an improved Otsu threshold segmentation algorithm, we processed remote sensing images with 10 m resolution to identify landslide areas. The proposed Normalized Landslide Bare-soil Separation Index (NDLBSI) achieved an 87% pre-extraction accuracy in extracting landslides from Sentinel-2 images from 2019 to 2023. For the pre-extraction results, manual interpretation and correction were carried out, and a model correlating annual landslide changes with environmental factors was established based on least squares multivariate statistical methods.Results: Results show that a significant increase in landslide areas in the southern TP over the past 5 years, correlating with the watershed-wide increase in annual average temperature and vegetation cover, along with a decrease in snow cover area.Discussion: These changes could affect soil and rock moisture, influencing soil stability and landslide occurrence. The study provides valuable insights for large-scale landslide detection and understanding the environmental factors influencing landslides, which is of some significance for landslide hazards early warning. Article in Journal/Newspaper Antarc* Antarctic Global warming Directory of Open Access Journals: DOAJ Articles Frontiers in Earth Science 12
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic landslide extraction
environmental factors
southern Tibetan plateau (TP)
Google Earth Engine (GEE)
remote sensing
Science
Q
spellingShingle landslide extraction
environmental factors
southern Tibetan plateau (TP)
Google Earth Engine (GEE)
remote sensing
Science
Q
Wentao Xu
Qinjun Wang
Jingyi Yang
Boqi Yuan
Chaokang He
A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau
topic_facet landslide extraction
environmental factors
southern Tibetan plateau (TP)
Google Earth Engine (GEE)
remote sensing
Science
Q
description Introduction: Landslides are known to be one of the most frequent types of geological disasters. However, there is not an established method for large-scale, rapid, and high-precision landslide extraction. The quantitative impact of environmental changes on landslide development is also not well understood, which hinders accurate assessments and decision-making in environmental and disaster response. The polar regions, including the Antarctic, the Arctic, and the Tibetan plateau (TP), sensitive to global environmental changes, are significantly affected by global warming. This leads to extensive landslide development, particularly in the southern TP. This research focuses on new landslides in the southern TP, exploring extraction methods and the relationship between landslides and environmental factors.Methods: Utilizing the Google Earth Engine (GEE) and an improved Otsu threshold segmentation algorithm, we processed remote sensing images with 10 m resolution to identify landslide areas. The proposed Normalized Landslide Bare-soil Separation Index (NDLBSI) achieved an 87% pre-extraction accuracy in extracting landslides from Sentinel-2 images from 2019 to 2023. For the pre-extraction results, manual interpretation and correction were carried out, and a model correlating annual landslide changes with environmental factors was established based on least squares multivariate statistical methods.Results: Results show that a significant increase in landslide areas in the southern TP over the past 5 years, correlating with the watershed-wide increase in annual average temperature and vegetation cover, along with a decrease in snow cover area.Discussion: These changes could affect soil and rock moisture, influencing soil stability and landslide occurrence. The study provides valuable insights for large-scale landslide detection and understanding the environmental factors influencing landslides, which is of some significance for landslide hazards early warning.
format Article in Journal/Newspaper
author Wentao Xu
Qinjun Wang
Jingyi Yang
Boqi Yuan
Chaokang He
author_facet Wentao Xu
Qinjun Wang
Jingyi Yang
Boqi Yuan
Chaokang He
author_sort Wentao Xu
title A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau
title_short A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau
title_full A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau
title_fullStr A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau
title_full_unstemmed A research on the relationship between landslide area changes and environmental factors in the southern Tibetan plateau
title_sort research on the relationship between landslide area changes and environmental factors in the southern tibetan plateau
publisher Frontiers Media S.A.
publishDate 2024
url https://doi.org/10.3389/feart.2024.1403888
https://doaj.org/article/92f9191820b3426ca97a932e3a7c3ac0
genre Antarc*
Antarctic
Global warming
genre_facet Antarc*
Antarctic
Global warming
op_source Frontiers in Earth Science, Vol 12 (2024)
op_relation https://www.frontiersin.org/articles/10.3389/feart.2024.1403888/full
https://doaj.org/toc/2296-6463
2296-6463
doi:10.3389/feart.2024.1403888
https://doaj.org/article/92f9191820b3426ca97a932e3a7c3ac0
op_doi https://doi.org/10.3389/feart.2024.1403888
container_title Frontiers in Earth Science
container_volume 12
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