Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean

This study presents an integrative bioacoustics approach to discriminate eight species of odontocetes found on the outer continental shelf and slope of the western South Atlantic Ocean. Spinner, Atlantic spotted, rough-toothed, Risso’s, bottlenose, short-beaked common dolphins, killer and long-finne...

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Published in:PLOS ONE
Main Authors: Simões Amorim, Thiago Orion, Rezende de Castro, Franciele, Rodrigues Moron, Juliana, Ribeiro Duque, Bruna, Couto Di Tullio, Juliana, Resende Secchi, Eduardo, Andriolo, Artur
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Language:English
Published: Public Library of Science 2019
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Online Access:http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553770/
http://www.ncbi.nlm.nih.gov/pubmed/31170251
https://doi.org/10.1371/journal.pone.0217977
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spelling ftpubmed:oai:pubmedcentral.nih.gov:6553770 2023-05-15T18:20:49+02:00 Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean Simões Amorim, Thiago Orion Rezende de Castro, Franciele Rodrigues Moron, Juliana Ribeiro Duque, Bruna Couto Di Tullio, Juliana Resende Secchi, Eduardo Andriolo, Artur 2019-06-06 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553770/ http://www.ncbi.nlm.nih.gov/pubmed/31170251 https://doi.org/10.1371/journal.pone.0217977 en eng Public Library of Science http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553770/ http://www.ncbi.nlm.nih.gov/pubmed/31170251 http://dx.doi.org/10.1371/journal.pone.0217977 © 2019 Simões Amorim 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. CC-BY Research Article Text 2019 ftpubmed https://doi.org/10.1371/journal.pone.0217977 2019-06-23T00:17:14Z This study presents an integrative bioacoustics approach to discriminate eight species of odontocetes found on the outer continental shelf and slope of the western South Atlantic Ocean. Spinner, Atlantic spotted, rough-toothed, Risso’s, bottlenose, short-beaked common dolphins, killer and long-finned pilot whales were visually confirmed during recordings with a 3-element omnidirectional hydrophone array. Spectral and time parameters of whistles and echolocation clicks were used in a discriminant function analysis and a classification tree model. As a first step, whistles and clicks were analysed separately; a further analysis consisted of both vocalisations jointly classified. All species showed species-specific properties in their vocalisations. Whistles had greater misclassification rates when compared to clicks. The correct classification was enhanced by the joint step, given the 5.8% error in the discriminant function analysis and a misclassification rate of 18.8% in the tree model. In addition, Receiver Operating Characteristic curves resulting from the tree algorithm analysis exhibited better model efficiency for all species in the joint classification. These findings on acoustical discrimination of such abundant and cosmopolitan species contribute to delphinid classification systems. Text South Atlantic Ocean PubMed Central (PMC) PLOS ONE 14 6 e0217977
institution Open Polar
collection PubMed Central (PMC)
op_collection_id ftpubmed
language English
topic Research Article
spellingShingle Research Article
Simões Amorim, Thiago Orion
Rezende de Castro, Franciele
Rodrigues Moron, Juliana
Ribeiro Duque, Bruna
Couto Di Tullio, Juliana
Resende Secchi, Eduardo
Andriolo, Artur
Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean
topic_facet Research Article
description This study presents an integrative bioacoustics approach to discriminate eight species of odontocetes found on the outer continental shelf and slope of the western South Atlantic Ocean. Spinner, Atlantic spotted, rough-toothed, Risso’s, bottlenose, short-beaked common dolphins, killer and long-finned pilot whales were visually confirmed during recordings with a 3-element omnidirectional hydrophone array. Spectral and time parameters of whistles and echolocation clicks were used in a discriminant function analysis and a classification tree model. As a first step, whistles and clicks were analysed separately; a further analysis consisted of both vocalisations jointly classified. All species showed species-specific properties in their vocalisations. Whistles had greater misclassification rates when compared to clicks. The correct classification was enhanced by the joint step, given the 5.8% error in the discriminant function analysis and a misclassification rate of 18.8% in the tree model. In addition, Receiver Operating Characteristic curves resulting from the tree algorithm analysis exhibited better model efficiency for all species in the joint classification. These findings on acoustical discrimination of such abundant and cosmopolitan species contribute to delphinid classification systems.
format Text
author Simões Amorim, Thiago Orion
Rezende de Castro, Franciele
Rodrigues Moron, Juliana
Ribeiro Duque, Bruna
Couto Di Tullio, Juliana
Resende Secchi, Eduardo
Andriolo, Artur
author_facet Simões Amorim, Thiago Orion
Rezende de Castro, Franciele
Rodrigues Moron, Juliana
Ribeiro Duque, Bruna
Couto Di Tullio, Juliana
Resende Secchi, Eduardo
Andriolo, Artur
author_sort Simões Amorim, Thiago Orion
title Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean
title_short Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean
title_full Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean
title_fullStr Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean
title_full_unstemmed Integrative bioacoustics discrimination of eight delphinid species in the western South Atlantic Ocean
title_sort integrative bioacoustics discrimination of eight delphinid species in the western south atlantic ocean
publisher Public Library of Science
publishDate 2019
url http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553770/
http://www.ncbi.nlm.nih.gov/pubmed/31170251
https://doi.org/10.1371/journal.pone.0217977
genre South Atlantic Ocean
genre_facet South Atlantic Ocean
op_relation http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553770/
http://www.ncbi.nlm.nih.gov/pubmed/31170251
http://dx.doi.org/10.1371/journal.pone.0217977
op_rights © 2019 Simões Amorim 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.
op_rightsnorm CC-BY
op_doi https://doi.org/10.1371/journal.pone.0217977
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