A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil

Detalhes bibliográficos
Autor(a) principal: Xavier, Fabio Contrera
Data de Publicação: 2019
Outros Autores: Calado, Leandro, Silveira, Nilce Gomes, Menezes, Rafael Gomes de, Fagundes Netto, Eduardo Barros, Kassuga, Alexandre Dias, Jesus, Sérgio M., The Effects of Noise on Aquatic Life, 2019, Den Haag (Netherland)
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da Produção Científica da Marinha do Brasil (RI-MB)
Texto Completo: http://www.repositorio.mar.mil.br/handle/ripcmb/844278
Resumo: Different marine habitats have distinct acoustic signatures (Radford et al., 2014). These signatures are composed by anthropogenic, natural and biological sounds. In coastal zones, the acoustic signature has a stronger influence of benthic organisms that form the bioacoustic chorus (Butler et al., 2017), that we will term as the Rocky Shore Bioacoustic Signature (RSBS). However, RSBS patterns can be influenced by circadian and lunar cycles, wind, tide, temperature, luminosity and others. Yet, to better understand the influence of abiotic and biotic factors in the RSBS pattern it is very important to model, identify and quantify contributions of each these factors. This work aims at proposing a nonlinear model for the RSBS, based on data collected off Cabo Frio Island, Brazil. This area sustains a unique environment due to strong upwelling occurrence and other hydrodynamic characteristics (Ferreira, 2003; Calado et al., 2018 ). A bottom structure with 4 hydrophones and temperature/luminosity sensor was installed near a rocky shore during 82 days. A meteorological dataset (rain, wind, solar radiation) from National Institute of Meteorology (INMET) were utilized for RSBS modelling. The RSBS model was based on a nonlinear least squares multiple regression technique. Regression analysis revealed that temperature and luminosity explain approximately 50% of the RSBS variance, while other abiotic factors explain just 5%, approximately. Another important result was the nonlinear relationship between luminosity and RSBS. This puts in evidence that the biorhythm can be one of the principal of contributors for RSBS, increasing in twilights. In addition, this model may help to understand RSBS patterns and its variations, and help for developing bioacoustic inversion applications as abiotic data measuring, populational density of benthic organisms and marine health monitoring.
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spelling Xavier, Fabio ContreraCalado, LeandroSilveira, Nilce GomesMenezes, Rafael Gomes deFagundes Netto, Eduardo BarrosKassuga, Alexandre DiasJesus, Sérgio M.The Effects of Noise on Aquatic Life, 2019, Den Haag (Netherland)2019-11-29T13:59:46Z2019-11-29T13:59:46Z2019http://www.repositorio.mar.mil.br/handle/ripcmb/844278Different marine habitats have distinct acoustic signatures (Radford et al., 2014). These signatures are composed by anthropogenic, natural and biological sounds. In coastal zones, the acoustic signature has a stronger influence of benthic organisms that form the bioacoustic chorus (Butler et al., 2017), that we will term as the Rocky Shore Bioacoustic Signature (RSBS). However, RSBS patterns can be influenced by circadian and lunar cycles, wind, tide, temperature, luminosity and others. Yet, to better understand the influence of abiotic and biotic factors in the RSBS pattern it is very important to model, identify and quantify contributions of each these factors. This work aims at proposing a nonlinear model for the RSBS, based on data collected off Cabo Frio Island, Brazil. This area sustains a unique environment due to strong upwelling occurrence and other hydrodynamic characteristics (Ferreira, 2003; Calado et al., 2018 ). A bottom structure with 4 hydrophones and temperature/luminosity sensor was installed near a rocky shore during 82 days. A meteorological dataset (rain, wind, solar radiation) from National Institute of Meteorology (INMET) were utilized for RSBS modelling. The RSBS model was based on a nonlinear least squares multiple regression technique. Regression analysis revealed that temperature and luminosity explain approximately 50% of the RSBS variance, while other abiotic factors explain just 5%, approximately. Another important result was the nonlinear relationship between luminosity and RSBS. This puts in evidence that the biorhythm can be one of the principal of contributors for RSBS, increasing in twilights. In addition, this model may help to understand RSBS patterns and its variations, and help for developing bioacoustic inversion applications as abiotic data measuring, populational density of benthic organisms and marine health monitoring.engCiência, Tecnologia e InovaçãoCiência, tecnologia e inovaçãoAcústica SubmarinaA nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazilinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleHolandainfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da Produção Científica da Marinha do Brasil (RI-MB)instname:Marinha do Brasil (MB)instacron:MBTEXTXavier, Fabio et al. A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island.pdf.txtXavier, Fabio et al. 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dc.title.en_US.fl_str_mv A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
title A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
spellingShingle A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
Xavier, Fabio Contrera
Ciência, tecnologia e inovação
Acústica Submarina
Ciência, Tecnologia e Inovação
title_short A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
title_full A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
title_fullStr A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
title_full_unstemmed A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
title_sort A nonlinear model for rocky shore bioacoustic signature off Cabo Frio Island, Brazil
author Xavier, Fabio Contrera
author_facet Xavier, Fabio Contrera
Calado, Leandro
Silveira, Nilce Gomes
Menezes, Rafael Gomes de
Fagundes Netto, Eduardo Barros
Kassuga, Alexandre Dias
Jesus, Sérgio M.
The Effects of Noise on Aquatic Life, 2019, Den Haag (Netherland)
author_role author
author2 Calado, Leandro
Silveira, Nilce Gomes
Menezes, Rafael Gomes de
Fagundes Netto, Eduardo Barros
Kassuga, Alexandre Dias
Jesus, Sérgio M.
The Effects of Noise on Aquatic Life, 2019, Den Haag (Netherland)
author2_role author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Xavier, Fabio Contrera
Calado, Leandro
Silveira, Nilce Gomes
Menezes, Rafael Gomes de
Fagundes Netto, Eduardo Barros
Kassuga, Alexandre Dias
Jesus, Sérgio M.
The Effects of Noise on Aquatic Life, 2019, Den Haag (Netherland)
dc.subject.por.fl_str_mv Ciência, tecnologia e inovação
Acústica Submarina
topic Ciência, tecnologia e inovação
Acústica Submarina
Ciência, Tecnologia e Inovação
dc.subject.dgpm.none.fl_str_mv Ciência, Tecnologia e Inovação
description Different marine habitats have distinct acoustic signatures (Radford et al., 2014). These signatures are composed by anthropogenic, natural and biological sounds. In coastal zones, the acoustic signature has a stronger influence of benthic organisms that form the bioacoustic chorus (Butler et al., 2017), that we will term as the Rocky Shore Bioacoustic Signature (RSBS). However, RSBS patterns can be influenced by circadian and lunar cycles, wind, tide, temperature, luminosity and others. Yet, to better understand the influence of abiotic and biotic factors in the RSBS pattern it is very important to model, identify and quantify contributions of each these factors. This work aims at proposing a nonlinear model for the RSBS, based on data collected off Cabo Frio Island, Brazil. This area sustains a unique environment due to strong upwelling occurrence and other hydrodynamic characteristics (Ferreira, 2003; Calado et al., 2018 ). A bottom structure with 4 hydrophones and temperature/luminosity sensor was installed near a rocky shore during 82 days. A meteorological dataset (rain, wind, solar radiation) from National Institute of Meteorology (INMET) were utilized for RSBS modelling. The RSBS model was based on a nonlinear least squares multiple regression technique. Regression analysis revealed that temperature and luminosity explain approximately 50% of the RSBS variance, while other abiotic factors explain just 5%, approximately. Another important result was the nonlinear relationship between luminosity and RSBS. This puts in evidence that the biorhythm can be one of the principal of contributors for RSBS, increasing in twilights. In addition, this model may help to understand RSBS patterns and its variations, and help for developing bioacoustic inversion applications as abiotic data measuring, populational density of benthic organisms and marine health monitoring.
publishDate 2019
dc.date.accessioned.fl_str_mv 2019-11-29T13:59:46Z
dc.date.available.fl_str_mv 2019-11-29T13:59:46Z
dc.date.issued.fl_str_mv 2019
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dc.language.iso.fl_str_mv eng
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