Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)

Detalhes bibliográficos
Autor(a) principal: Bera, Somnath
Data de Publicação: 2021
Outros Autores: Melo, Raquel, Guru, Balamurugan
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10451/48854
Resumo: The impact of debris flow is not only limited to the source area but it is also significantly governed by the runout. It is evident in many parts of the world, and it is also a usual phenomenon in the Himalayan environment. Even though a significant body of scientific work was concentrated on landslide susceptibility in this region, studies focused on the debris flow runout assessment are still scarce. Therefore, this study aims to develop a debris flow susceptibility assessment in the Kalimpong region (Himalaya, India) by integrating the initiation and runout areas. Additionally, the changes in exposed elements for different susceptibility zones are analysed between 2006 and 2018. The methodological framework considers two different approaches: the modelling of debris flow initiation based on the logistic regression method and the assessment of the runout using the Flow-R model. Regarding the debris flow initiation, the logistic regression model comprises eleven conditioning factors and shows an area under the receiver operating characteristic curve of 0.88. For the runout assessment, 139 models are simulated for selecting Flow-R parameters. The best combination of the Holmgren exponent of 4, the travel angle of 5° and the velocity of 13 m s− 1 produced the model with a true positive rate of 86.6% for the whole area. The final debris flow susceptibility model is generated by integrating the initiation and the runout areas. Lastly, a substantial change of buildings (+18%), roads (+27%) and agricultural land (−12%) can be found within the debris flow susceptible areas between 2006 and 2018.
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spelling Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)Debris flowLogistic regressionRunout susceptibilityFlow-RExposed elementsKalimpong (Himalaya)The impact of debris flow is not only limited to the source area but it is also significantly governed by the runout. It is evident in many parts of the world, and it is also a usual phenomenon in the Himalayan environment. Even though a significant body of scientific work was concentrated on landslide susceptibility in this region, studies focused on the debris flow runout assessment are still scarce. Therefore, this study aims to develop a debris flow susceptibility assessment in the Kalimpong region (Himalaya, India) by integrating the initiation and runout areas. Additionally, the changes in exposed elements for different susceptibility zones are analysed between 2006 and 2018. The methodological framework considers two different approaches: the modelling of debris flow initiation based on the logistic regression method and the assessment of the runout using the Flow-R model. Regarding the debris flow initiation, the logistic regression model comprises eleven conditioning factors and shows an area under the receiver operating characteristic curve of 0.88. For the runout assessment, 139 models are simulated for selecting Flow-R parameters. The best combination of the Holmgren exponent of 4, the travel angle of 5° and the velocity of 13 m s− 1 produced the model with a true positive rate of 86.6% for the whole area. The final debris flow susceptibility model is generated by integrating the initiation and the runout areas. Lastly, a substantial change of buildings (+18%), roads (+27%) and agricultural land (−12%) can be found within the debris flow susceptible areas between 2006 and 2018.SpringerRepositório da Universidade de LisboaBera, SomnathMelo, RaquelGuru, Balamurugan2021-07-12T07:25:13Z20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/48854engBera, S., Melo, R. & Guru, B. (2021) [Early Access] Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya). Bulletin of Engineering Geology and the Environment. https://doi.org/10.1007/s10064-021-02352-w1435-952910.1007/s10064-021-02352-w1435-9537metadata only accessinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-08T16:52:27Zoai:repositorio.ul.pt:10451/48854Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:00:39.826998Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
title Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
spellingShingle Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
Bera, Somnath
Debris flow
Logistic regression
Runout susceptibility
Flow-R
Exposed elements
Kalimpong (Himalaya)
title_short Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
title_full Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
title_fullStr Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
title_full_unstemmed Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
title_sort Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya)
author Bera, Somnath
author_facet Bera, Somnath
Melo, Raquel
Guru, Balamurugan
author_role author
author2 Melo, Raquel
Guru, Balamurugan
author2_role author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Bera, Somnath
Melo, Raquel
Guru, Balamurugan
dc.subject.por.fl_str_mv Debris flow
Logistic regression
Runout susceptibility
Flow-R
Exposed elements
Kalimpong (Himalaya)
topic Debris flow
Logistic regression
Runout susceptibility
Flow-R
Exposed elements
Kalimpong (Himalaya)
description The impact of debris flow is not only limited to the source area but it is also significantly governed by the runout. It is evident in many parts of the world, and it is also a usual phenomenon in the Himalayan environment. Even though a significant body of scientific work was concentrated on landslide susceptibility in this region, studies focused on the debris flow runout assessment are still scarce. Therefore, this study aims to develop a debris flow susceptibility assessment in the Kalimpong region (Himalaya, India) by integrating the initiation and runout areas. Additionally, the changes in exposed elements for different susceptibility zones are analysed between 2006 and 2018. The methodological framework considers two different approaches: the modelling of debris flow initiation based on the logistic regression method and the assessment of the runout using the Flow-R model. Regarding the debris flow initiation, the logistic regression model comprises eleven conditioning factors and shows an area under the receiver operating characteristic curve of 0.88. For the runout assessment, 139 models are simulated for selecting Flow-R parameters. The best combination of the Holmgren exponent of 4, the travel angle of 5° and the velocity of 13 m s− 1 produced the model with a true positive rate of 86.6% for the whole area. The final debris flow susceptibility model is generated by integrating the initiation and the runout areas. Lastly, a substantial change of buildings (+18%), roads (+27%) and agricultural land (−12%) can be found within the debris flow susceptible areas between 2006 and 2018.
publishDate 2021
dc.date.none.fl_str_mv 2021-07-12T07:25:13Z
2021
2021-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10451/48854
url http://hdl.handle.net/10451/48854
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Bera, S., Melo, R. & Guru, B. (2021) [Early Access] Assessment of exposed elements in a changing built environment by using an integrated model of debris flow initiation and runout (Kalimpong region, Himalaya). Bulletin of Engineering Geology and the Environment. https://doi.org/10.1007/s10064-021-02352-w
1435-9529
10.1007/s10064-021-02352-w
1435-9537
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dc.publisher.none.fl_str_mv Springer
publisher.none.fl_str_mv Springer
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instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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