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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
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.
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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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