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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...
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/PMC6553770/ https://www.ncbi.nlm.nih.gov/pubmed/31170251 http://dx.doi.org/10.1371/journal.pone.0217977 |
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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 |
collection | PubMed |
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 | Online Article Text |
id | pubmed-6553770 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-65537702019-06-17 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 PLoS One Research Article 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. Public Library of Science 2019-06-06 /pmc/articles/PMC6553770/ /pubmed/31170251 http://dx.doi.org/10.1371/journal.pone.0217977 Text en © 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. |
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 |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6553770/ https://www.ncbi.nlm.nih.gov/pubmed/31170251 http://dx.doi.org/10.1371/journal.pone.0217977 |
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