Detection of tephra layers in antarctic sediment cores with hyperspectral imaging

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 n...

Full description

Bibliographic Details
Published in:PLOS ONE
Main Authors: Aymerich, Ismael F., Oliva, Marc, Giralt, Santiago, Martín-Herrero, Julio
Format: Article in Journal/Newspaper
Language:English
Published: Public Library of Science 2016
Subjects:
Online Access:http://hdl.handle.net/10261/129869
https://doi.org/10.1371/journal.pone.0146578
id ftcsic:oai:digital.csic.es:10261/129869
record_format openpolar
spelling ftcsic:oai:digital.csic.es:10261/129869 2024-02-11T09:56:28+01:00 Detection of tephra layers in antarctic sediment cores with hyperspectral imaging Aymerich, Ismael F. Oliva, Marc Giralt, Santiago Martín-Herrero, Julio 2016-01 http://hdl.handle.net/10261/129869 https://doi.org/10.1371/journal.pone.0146578 en eng Public Library of Science Publisher's version application/pdf Aymerich, Ismael F.; Oliva, Marc; Giralt, Santiago; Martín-Herrero, Julio (2016): Data from: Detection of tephra layers in Antarctic sediment cores with hyperspectral imaging [Dataset]; Dryad; Version 1; https://doi.org/10.5061/dryad.v2st1 http://dx.doi.org/10.1371/journal.pone.0146578 Sí PLoS ONE, 11(1): e0146578 (2016) 1932-6203 http://hdl.handle.net/10261/129869 doi:10.1371/journal.pone.0146578 26815202 open EMTREE medical terms Antarctica imaging lake sediment spatial analysis volcanic ash artículo http://purl.org/coar/resource_type/c_6501 2016 ftcsic https://doi.org/10.1371/journal.pone.014657810.5061/dryad.v2st1 2024-01-16T10:14:15Z 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. Core extraction and analyses were funded by the Portuguese Science Foundation through the HOLOANTAR (Holocene environmental change in the Maritime Antarctic: Interactions Between permafrost and the lacustrine environment) project and the Portuguese Polar Program (PROPOLAR).The AXA Research Fund sponsored M. Oliva’s research activities in Antarctica. Peer reviewed Article in Journal/Newspaper Antarc* Antarctic Antarctica permafrost Digital.CSIC (Spanish National Research Council) Antarctic PLOS ONE 11 1 e0146578
institution Open Polar
collection Digital.CSIC (Spanish National Research Council)
op_collection_id ftcsic
language English
topic EMTREE medical terms
Antarctica
imaging
lake
sediment
spatial analysis
volcanic ash
spellingShingle EMTREE medical terms
Antarctica
imaging
lake
sediment
spatial analysis
volcanic ash
Aymerich, Ismael F.
Oliva, Marc
Giralt, Santiago
Martín-Herrero, Julio
Detection of tephra layers in antarctic sediment cores with hyperspectral imaging
topic_facet EMTREE medical terms
Antarctica
imaging
lake
sediment
spatial analysis
volcanic ash
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. Core extraction and analyses were funded by the Portuguese Science Foundation through the HOLOANTAR (Holocene environmental change in the Maritime Antarctic: Interactions Between permafrost and the lacustrine environment) project and the Portuguese Polar Program (PROPOLAR).The AXA Research Fund sponsored M. Oliva’s research activities in Antarctica. Peer reviewed
format Article in Journal/Newspaper
author Aymerich, Ismael F.
Oliva, Marc
Giralt, Santiago
Martín-Herrero, Julio
author_facet Aymerich, Ismael F.
Oliva, Marc
Giralt, Santiago
Martín-Herrero, Julio
author_sort Aymerich, Ismael F.
title Detection of tephra layers in antarctic sediment cores with hyperspectral imaging
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
publisher Public Library of Science
publishDate 2016
url http://hdl.handle.net/10261/129869
https://doi.org/10.1371/journal.pone.0146578
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctica
permafrost
genre_facet Antarc*
Antarctic
Antarctica
permafrost
op_relation Publisher's version
application/pdf
Aymerich, Ismael F.; Oliva, Marc; Giralt, Santiago; Martín-Herrero, Julio (2016): Data from: Detection of tephra layers in Antarctic sediment cores with hyperspectral imaging [Dataset]; Dryad; Version 1; https://doi.org/10.5061/dryad.v2st1
http://dx.doi.org/10.1371/journal.pone.0146578

PLoS ONE, 11(1): e0146578 (2016)
1932-6203
http://hdl.handle.net/10261/129869
doi:10.1371/journal.pone.0146578
26815202
op_rights open
op_doi https://doi.org/10.1371/journal.pone.014657810.5061/dryad.v2st1
container_title PLOS ONE
container_volume 11
container_issue 1
container_start_page e0146578
_version_ 1790603360319045632