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Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia
We test the ability of Very High Resolution satellite (VHR) imagery to detect stranded whales using both manual and automated methods. We use the 2015 mass mortality event in the Gulf of Penas locality, central Patagonia, Chile, as an initial case study. This event was the largest known mass mortali...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6797088/ https://www.ncbi.nlm.nih.gov/pubmed/31622348 http://dx.doi.org/10.1371/journal.pone.0222498 |
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author | Fretwell, Peter T. Jackson, Jennifer A. Ulloa Encina, Mauricio J. Häussermann, Vreni Perez Alvarez, Maria J. Olavarría, Carlos Gutstein, Carolina S. |
author_facet | Fretwell, Peter T. Jackson, Jennifer A. Ulloa Encina, Mauricio J. Häussermann, Vreni Perez Alvarez, Maria J. Olavarría, Carlos Gutstein, Carolina S. |
author_sort | Fretwell, Peter T. |
collection | PubMed |
description | We test the ability of Very High Resolution satellite (VHR) imagery to detect stranded whales using both manual and automated methods. We use the 2015 mass mortality event in the Gulf of Penas locality, central Patagonia, Chile, as an initial case study. This event was the largest known mass mortality of baleen whales, with at least 343 whales, mainly sei whales (Balaenoptera borealis), documented as stranding. However, even with such a large number of whales, due to the remote location of the gulf the strandings went unrecorded for several weeks. Aerial and boat surveys of the area were conducted two to four months after the mortality event. In this study we use 50cm resolution WorldView2 imagery to identify and count strandings from two archival images acquired just after the stranding event and two months before the aerial and ground surveys, and to test manual and automated methods of detecting stranded whales. Our findings show that whales are easily detected manually in the images but due to the heterogeneous colouration of decomposing whales, spectral indices are unsuitable for automatic detection. Our satellite counts suggest that, at the time the satellite images were taken, more whales were stranded than recorded in the aerial survey, possibly due to the non-comprehensive coverage of the aerial survey or movement of the carcases between survey acquisition. With even higher resolution imagery now available, satellite imagery may be a cost effective alternative to aerial surveys for future assessment of the extent of mass whale stranding events, especially in remote and inaccessible areas. |
format | Online Article Text |
id | pubmed-6797088 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-67970882019-10-20 Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia Fretwell, Peter T. Jackson, Jennifer A. Ulloa Encina, Mauricio J. Häussermann, Vreni Perez Alvarez, Maria J. Olavarría, Carlos Gutstein, Carolina S. PLoS One Research Article We test the ability of Very High Resolution satellite (VHR) imagery to detect stranded whales using both manual and automated methods. We use the 2015 mass mortality event in the Gulf of Penas locality, central Patagonia, Chile, as an initial case study. This event was the largest known mass mortality of baleen whales, with at least 343 whales, mainly sei whales (Balaenoptera borealis), documented as stranding. However, even with such a large number of whales, due to the remote location of the gulf the strandings went unrecorded for several weeks. Aerial and boat surveys of the area were conducted two to four months after the mortality event. In this study we use 50cm resolution WorldView2 imagery to identify and count strandings from two archival images acquired just after the stranding event and two months before the aerial and ground surveys, and to test manual and automated methods of detecting stranded whales. Our findings show that whales are easily detected manually in the images but due to the heterogeneous colouration of decomposing whales, spectral indices are unsuitable for automatic detection. Our satellite counts suggest that, at the time the satellite images were taken, more whales were stranded than recorded in the aerial survey, possibly due to the non-comprehensive coverage of the aerial survey or movement of the carcases between survey acquisition. With even higher resolution imagery now available, satellite imagery may be a cost effective alternative to aerial surveys for future assessment of the extent of mass whale stranding events, especially in remote and inaccessible areas. Public Library of Science 2019-10-17 /pmc/articles/PMC6797088/ /pubmed/31622348 http://dx.doi.org/10.1371/journal.pone.0222498 Text en © 2019 Fretwell et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Fretwell, Peter T. Jackson, Jennifer A. Ulloa Encina, Mauricio J. Häussermann, Vreni Perez Alvarez, Maria J. Olavarría, Carlos Gutstein, Carolina S. Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia |
title | Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia |
title_full | Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia |
title_fullStr | Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia |
title_full_unstemmed | Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia |
title_short | Using remote sensing to detect whale strandings in remote areas: The case of sei whales mass mortality in Chilean Patagonia |
title_sort | using remote sensing to detect whale strandings in remote areas: the case of sei whales mass mortality in chilean patagonia |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6797088/ https://www.ncbi.nlm.nih.gov/pubmed/31622348 http://dx.doi.org/10.1371/journal.pone.0222498 |
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