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Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene
Coral reefs around the world are under threat due to anthropogenic impacts on the environment. It is therefore important to develop methods to monitor the status of the reefs and detect changes in the health condition of the corals at an early stage before severe damage occur. In this work, we evalu...
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/PMC6392237/ https://www.ncbi.nlm.nih.gov/pubmed/30811426 http://dx.doi.org/10.1371/journal.pone.0209960 |
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author | Letnes, Paul Anton Hansen, Ingrid Myrnes Aas, Lars Martin Sandvik Eide, Ingvar Pettersen, Ragnhild Tassara, Luca Receveur, Justine le Floch, Stéphane Guyomarch, Julien Camus, Lionel Bytingsvik, Jenny |
author_facet | Letnes, Paul Anton Hansen, Ingrid Myrnes Aas, Lars Martin Sandvik Eide, Ingvar Pettersen, Ragnhild Tassara, Luca Receveur, Justine le Floch, Stéphane Guyomarch, Julien Camus, Lionel Bytingsvik, Jenny |
author_sort | Letnes, Paul Anton |
collection | PubMed |
description | Coral reefs around the world are under threat due to anthropogenic impacts on the environment. It is therefore important to develop methods to monitor the status of the reefs and detect changes in the health condition of the corals at an early stage before severe damage occur. In this work, we evaluate underwater hyperspectral imaging as a method to detect changes in health status of both orange and white color morphs of the coral species Lophelia pertusa. Differing health status was achieved by exposing 60 coral samples to the toxic compound 2-methylnaphthalene in concentrations of 0 mg L(−1) to 3.5 mg L(−1). A machine learning model was utilized to classify corals according to lethal concentration (LC) levels LC5 (5% mortality) and LC25 (25% mortality), solely based on their reflectance spectra. All coral samples were classified to correct concentration group. This is a first step towards developing a remote sensing technique able to assess environmental impact on deep-water coral habitats over larger areas. |
format | Online Article Text |
id | pubmed-6392237 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-63922372019-03-08 Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene Letnes, Paul Anton Hansen, Ingrid Myrnes Aas, Lars Martin Sandvik Eide, Ingvar Pettersen, Ragnhild Tassara, Luca Receveur, Justine le Floch, Stéphane Guyomarch, Julien Camus, Lionel Bytingsvik, Jenny PLoS One Research Article Coral reefs around the world are under threat due to anthropogenic impacts on the environment. It is therefore important to develop methods to monitor the status of the reefs and detect changes in the health condition of the corals at an early stage before severe damage occur. In this work, we evaluate underwater hyperspectral imaging as a method to detect changes in health status of both orange and white color morphs of the coral species Lophelia pertusa. Differing health status was achieved by exposing 60 coral samples to the toxic compound 2-methylnaphthalene in concentrations of 0 mg L(−1) to 3.5 mg L(−1). A machine learning model was utilized to classify corals according to lethal concentration (LC) levels LC5 (5% mortality) and LC25 (25% mortality), solely based on their reflectance spectra. All coral samples were classified to correct concentration group. This is a first step towards developing a remote sensing technique able to assess environmental impact on deep-water coral habitats over larger areas. Public Library of Science 2019-02-27 /pmc/articles/PMC6392237/ /pubmed/30811426 http://dx.doi.org/10.1371/journal.pone.0209960 Text en © 2019 Letnes 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 Letnes, Paul Anton Hansen, Ingrid Myrnes Aas, Lars Martin Sandvik Eide, Ingvar Pettersen, Ragnhild Tassara, Luca Receveur, Justine le Floch, Stéphane Guyomarch, Julien Camus, Lionel Bytingsvik, Jenny Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene |
title | Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene |
title_full | Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene |
title_fullStr | Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene |
title_full_unstemmed | Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene |
title_short | Underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene |
title_sort | underwater hyperspectral classification of deep sea corals exposed to 2-methylnaphthalene |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6392237/ https://www.ncbi.nlm.nih.gov/pubmed/30811426 http://dx.doi.org/10.1371/journal.pone.0209960 |
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