Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging

Detalhes bibliográficos
Autor(a) principal: Aymerich, Ismael F.
Data de Publicação: 2016
Outros Autores: Oliva, Marc, Giralt, Santiago, Martín-Herrero, Julio
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10451/28094
Resumo: Tephrochronology uses recognizable volcanic ash layers (from airborne pyroclastic deposits, or tephras) in geological strata to set unique time references for paleoenvironmental events across wide geographic areas. This involves the detection of tephra layers which sometimes are not evident to the naked eye, including the so-called cryptotephras. Tests that are expensive, time-consuming, and/or destructive are often required. Destructive testing for tephra layers of cores from difficult regions, such as Antarctica, which are useful sources of other kinds of information beyond tephras, is always undesirable. Here we propose hyperspectral imaging of cores, Self-Organizing Map (SOM) clustering of the preprocessed spectral signatures, and spatial analysis of the classified images as a convenient, fast, non-destructive method for tephra detection. We test the method in five sediment cores from three Antarctic lakes, and show its potential for detection of tephras and cryptotephras.
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spelling Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral ImagingAntarctic RegionsGeologic SedimentsLakesOptical ImagingSpectrum AnalysisVolcanic EruptionsTephrochronology uses recognizable volcanic ash layers (from airborne pyroclastic deposits, or tephras) in geological strata to set unique time references for paleoenvironmental events across wide geographic areas. This involves the detection of tephra layers which sometimes are not evident to the naked eye, including the so-called cryptotephras. Tests that are expensive, time-consuming, and/or destructive are often required. Destructive testing for tephra layers of cores from difficult regions, such as Antarctica, which are useful sources of other kinds of information beyond tephras, is always undesirable. Here we propose hyperspectral imaging of cores, Self-Organizing Map (SOM) clustering of the preprocessed spectral signatures, and spatial analysis of the classified images as a convenient, fast, non-destructive method for tephra detection. We test the method in five sediment cores from three Antarctic lakes, and show its potential for detection of tephras and cryptotephras.Repositório da Universidade de LisboaAymerich, Ismael F.Oliva, MarcGiralt, SantiagoMartín-Herrero, Julio2017-06-16T15:12:41Z20162016-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/28094engAymerich IF, Oliva M, Giralt S, Martín-Herrero J (2016) Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging. PLoS ONE 11(1): e0146578. https://doi.org/10.1371/journal.pone.014657810.1371/journal.pone.0146578info: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:RCAAP2023-11-08T16:19:24Zoai:repositorio.ul.pt:10451/28094Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:44:20.598812Repositório 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 Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
title Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
spellingShingle Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
Aymerich, Ismael F.
Antarctic Regions
Geologic Sediments
Lakes
Optical Imaging
Spectrum Analysis
Volcanic Eruptions
title_short Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
title_full Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
title_fullStr Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
title_full_unstemmed Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
title_sort Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging
author Aymerich, Ismael F.
author_facet Aymerich, Ismael F.
Oliva, Marc
Giralt, Santiago
Martín-Herrero, Julio
author_role author
author2 Oliva, Marc
Giralt, Santiago
Martín-Herrero, Julio
author2_role author
author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Aymerich, Ismael F.
Oliva, Marc
Giralt, Santiago
Martín-Herrero, Julio
dc.subject.por.fl_str_mv Antarctic Regions
Geologic Sediments
Lakes
Optical Imaging
Spectrum Analysis
Volcanic Eruptions
topic Antarctic Regions
Geologic Sediments
Lakes
Optical Imaging
Spectrum Analysis
Volcanic Eruptions
description Tephrochronology uses recognizable volcanic ash layers (from airborne pyroclastic deposits, or tephras) in geological strata to set unique time references for paleoenvironmental events across wide geographic areas. This involves the detection of tephra layers which sometimes are not evident to the naked eye, including the so-called cryptotephras. Tests that are expensive, time-consuming, and/or destructive are often required. Destructive testing for tephra layers of cores from difficult regions, such as Antarctica, which are useful sources of other kinds of information beyond tephras, is always undesirable. Here we propose hyperspectral imaging of cores, Self-Organizing Map (SOM) clustering of the preprocessed spectral signatures, and spatial analysis of the classified images as a convenient, fast, non-destructive method for tephra detection. We test the method in five sediment cores from three Antarctic lakes, and show its potential for detection of tephras and cryptotephras.
publishDate 2016
dc.date.none.fl_str_mv 2016
2016-01-01T00:00:00Z
2017-06-16T15:12:41Z
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/10451/28094
url http://hdl.handle.net/10451/28094
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Aymerich IF, Oliva M, Giralt S, Martín-Herrero J (2016) Detection of Tephra Layers in Antarctic Sediment Cores with Hyperspectral Imaging. PLoS ONE 11(1): e0146578. https://doi.org/10.1371/journal.pone.0146578
10.1371/journal.pone.0146578
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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