Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification
The western Nyainqêntanglha Range on the Tibetan Plateau reaches an elevation of 7,162 m and is characterized by an extensive periglacial environment under semi-arid climatic conditions. Rock glaciers play an important part of the water budget in high mountain areas and recent studies suggest that t...
Published in: | Permafrost and Periglacial Processes |
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Main Authors: | , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Wiley
2021
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Subjects: | |
Online Access: | https://doi.org/10.1002/ppp.2117 https://nbn-resolving.org/urn:nbn:de:gbv:084-2021070215071 https://leopard.tu-braunschweig.de/receive/dbbs_mods_00069619 https://leopard.tu-braunschweig.de/servlets/MCRFileNodeServlet/dbbs_derivate_00048310/Reinosch_ppp_2117.pdf http://publikationsserver.tu-braunschweig.de/get/69619 |
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author | Reinosch, Eike Gerke, Markus Riedel, Björn Schwalb, Antje Ye, Qinghua Buckel, Johannes |
author_facet | Reinosch, Eike Gerke, Markus Riedel, Björn Schwalb, Antje Ye, Qinghua Buckel, Johannes |
author_sort | Reinosch, Eike |
collection | TU Braunschweig: LeoPARD - Publications And Research Data |
container_issue | 4 |
container_start_page | 657 |
container_title | Permafrost and Periglacial Processes |
container_volume | 32 |
description | The western Nyainqêntanglha Range on the Tibetan Plateau reaches an elevation of 7,162 m and is characterized by an extensive periglacial environment under semi-arid climatic conditions. Rock glaciers play an important part of the water budget in high mountain areas and recent studies suggest that they may even act as climate-resistant water storages. In this study we present the first rock glacier inventory of this region containing 1,433 rock glaciers over an area of 4,622 km. To create the most reliable inventory we combine manually created rock glacier outlines with an automated classification approach. The manual outlines were generated based on surface elevation data, optical satellite imagery and a surface velocity estimation. This estimation was generated via InSAR time series analysis with Sentinel-1 data from 2016 to 2019. Our pixel-based automated classification was able to correctly identify 87.8% of all rock glaciers in the study area at a true positive rate of 69.5%. In total, 65.9% of rock glaciers are classified as transitional with surface velocities of 1–10 cm/yr. In total, 18.5% are classified as active with higher velocities of up to 87 cm/yr. The southern windward side of the mountain range contains more numerous and more active rock glaciers. We attribute this to higher moisture availability supplied by the Indian Monsoon. |
format | Article in Journal/Newspaper |
genre | Permafrost and Periglacial Processes |
genre_facet | Permafrost and Periglacial Processes |
geographic | First Rock Indian |
geographic_facet | First Rock Indian |
id | ftunivbraunschw:oai:https://leopard.tu-braunschweig.de/:dbbs_mods_00069619 |
institution | Open Polar |
language | English |
long_lat | ENVELOPE(-36.114,-36.114,-54.922,-54.922) |
op_collection_id | ftunivbraunschw |
op_container_end_page | 672 |
op_doi | https://doi.org/10.1002/ppp.2117 |
op_relation | https://doi.org/10.1002/ppp.2117 https://nbn-resolving.org/urn:nbn:de:gbv:084-2021070215071 https://leopard.tu-braunschweig.de/receive/dbbs_mods_00069619 https://leopard.tu-braunschweig.de/servlets/MCRFileNodeServlet/dbbs_derivate_00048310/Reinosch_ppp_2117.pdf http://publikationsserver.tu-braunschweig.de/get/69619 |
op_rights | https://creativecommons.org/licenses/by/4.0/ public info:eu-repo/semantics/openAccess |
op_source | Permafrost and Periglacial Processes, 2021; 1–16. -- 1045-6740 -- 1099-1530 |
publishDate | 2021 |
publisher | Wiley |
record_format | openpolar |
spelling | ftunivbraunschw:oai:https://leopard.tu-braunschweig.de/:dbbs_mods_00069619 2025-01-17T00:17:43+00:00 Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification Reinosch, Eike Gerke, Markus Riedel, Björn Schwalb, Antje Ye, Qinghua Buckel, Johannes 2021-04-22 16 Seiten https://doi.org/10.1002/ppp.2117 https://nbn-resolving.org/urn:nbn:de:gbv:084-2021070215071 https://leopard.tu-braunschweig.de/receive/dbbs_mods_00069619 https://leopard.tu-braunschweig.de/servlets/MCRFileNodeServlet/dbbs_derivate_00048310/Reinosch_ppp_2117.pdf http://publikationsserver.tu-braunschweig.de/get/69619 eng eng Wiley https://doi.org/10.1002/ppp.2117 https://nbn-resolving.org/urn:nbn:de:gbv:084-2021070215071 https://leopard.tu-braunschweig.de/receive/dbbs_mods_00069619 https://leopard.tu-braunschweig.de/servlets/MCRFileNodeServlet/dbbs_derivate_00048310/Reinosch_ppp_2117.pdf http://publikationsserver.tu-braunschweig.de/get/69619 https://creativecommons.org/licenses/by/4.0/ public info:eu-repo/semantics/openAccess Permafrost and Periglacial Processes, 2021; 1–16. -- 1045-6740 -- 1099-1530 Article ddc:55 Veröffentlichung der TU Braunschweig Publikationsfonds der TU Braunschweig article Text doc-type:article 2021 ftunivbraunschw https://doi.org/10.1002/ppp.2117 2024-03-26T07:38:15Z The western Nyainqêntanglha Range on the Tibetan Plateau reaches an elevation of 7,162 m and is characterized by an extensive periglacial environment under semi-arid climatic conditions. Rock glaciers play an important part of the water budget in high mountain areas and recent studies suggest that they may even act as climate-resistant water storages. In this study we present the first rock glacier inventory of this region containing 1,433 rock glaciers over an area of 4,622 km. To create the most reliable inventory we combine manually created rock glacier outlines with an automated classification approach. The manual outlines were generated based on surface elevation data, optical satellite imagery and a surface velocity estimation. This estimation was generated via InSAR time series analysis with Sentinel-1 data from 2016 to 2019. Our pixel-based automated classification was able to correctly identify 87.8% of all rock glaciers in the study area at a true positive rate of 69.5%. In total, 65.9% of rock glaciers are classified as transitional with surface velocities of 1–10 cm/yr. In total, 18.5% are classified as active with higher velocities of up to 87 cm/yr. The southern windward side of the mountain range contains more numerous and more active rock glaciers. We attribute this to higher moisture availability supplied by the Indian Monsoon. Article in Journal/Newspaper Permafrost and Periglacial Processes TU Braunschweig: LeoPARD - Publications And Research Data First Rock ENVELOPE(-36.114,-36.114,-54.922,-54.922) Indian Permafrost and Periglacial Processes 32 4 657 672 |
spellingShingle | Article ddc:55 Veröffentlichung der TU Braunschweig Publikationsfonds der TU Braunschweig Reinosch, Eike Gerke, Markus Riedel, Björn Schwalb, Antje Ye, Qinghua Buckel, Johannes Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification |
title | Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification |
title_full | Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification |
title_fullStr | Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification |
title_full_unstemmed | Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification |
title_short | Rock glacier inventory of the western Nyainqêntanglha Range, Tibetan Plateau, supported by InSAR time series and automated classification |
title_sort | rock glacier inventory of the western nyainqêntanglha range, tibetan plateau, supported by insar time series and automated classification |
topic | Article ddc:55 Veröffentlichung der TU Braunschweig Publikationsfonds der TU Braunschweig |
topic_facet | Article ddc:55 Veröffentlichung der TU Braunschweig Publikationsfonds der TU Braunschweig |
url | https://doi.org/10.1002/ppp.2117 https://nbn-resolving.org/urn:nbn:de:gbv:084-2021070215071 https://leopard.tu-braunschweig.de/receive/dbbs_mods_00069619 https://leopard.tu-braunschweig.de/servlets/MCRFileNodeServlet/dbbs_derivate_00048310/Reinosch_ppp_2117.pdf http://publikationsserver.tu-braunschweig.de/get/69619 |