A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data

Motorboat noise is recognized as a major source of marine pollution, however little is known about its ecological consequences on coastal systems. We developed a State Space Model (SSM) that incorporates an explicit dependency on motorboat noise to derive its effects on the movement of resident fish...

Descripción completa

Detalles Bibliográficos
Autores: Barceló-Serra, Margarida, Cabanellas, Sebastià, Palmer, Miquel, Bolgan, Marta, Alós, Josep
Tipo de recurso: artículo
Estado:Versión publicada
Fecha de publicación:2021
País:España
Institución:Consejo Superior de Investigaciones Científicas (CSIC)
Repositorio:DIGITAL.CSIC. Repositorio Institucional del CSIC
OAI Identifier:oai:digital.csic.es:10261/231177
Acceso en línea:http://hdl.handle.net/10261/231177
Access Level:acceso abierto
Palabra clave:Behavioural ecology
Conservation biology
Marine biology
id ES_cc0af931fd2b5d75c83dbb09547400a2
oai_identifier_str oai:digital.csic.es:10261/231177
network_acronym_str ES
network_name_str España
repository_id_str
spelling A state-space model to derive motorboat noise effects on fish movement from acoustic tracking dataBarceló-Serra, MargaridaCabanellas, SebastiàPalmer, MiquelBolgan, MartaAlós, JosepBehavioural ecologyConservation biologyMarine biologyMotorboat noise is recognized as a major source of marine pollution, however little is known about its ecological consequences on coastal systems. We developed a State Space Model (SSM) that incorporates an explicit dependency on motorboat noise to derive its effects on the movement of resident fish that transition between two behavioural states (swimming vs. hidden). To explore the performance of our model, we carried out an experiment where free-living Serranus scriba were tracked with acoustic tags, while motorboat noise was simultaneously recorded. We fitted the generated tracking and noise data into our SSM and explored if the noise generated by motorboats passing at close range affected the movement pattern and the probability of transition between the two states using a Bayesian approach. Our results suggest high among individual variability in movement patterns and transition between states, as well as in fish response to the presence of passing motorboats. These findings suggest that the effects of motorboat noise on fish movement are complex and require the precise monitoring of large numbers of individuals. Our SSM provides a methodology to address such complexity and can be used for future investigations to study the effects of noise pollution on marine fish.MBS was supported by a MSCA-IF (Grant num. WildFishGenes-891404). JA was supported by a Ramon y Cajal Grant (Grant num. RYC2018-024488-I) and received funding from the intramural research project JSATS (Grant num. PIE 202030E002) funded by the Spanish Ministry of Science and Innovation (MICINN), and the Spanish National Research Council and the CLOCKS R&D Project (Grant num. PID2019-104940GA-I00) funded by the MICINN. The SNAP was purchased with the funding provided by FNRS to Eric Parmentier, ULiege (Grant num. J.0150.16.F). This work is a contribution of the joint research unit IMEDEA-LIMIA.Peer reviewedNature Publishing GroupMinisterio de Ciencia, Innovación y Universidades (España)Agencia Estatal de Investigación (España)Consejo Superior de Investigaciones Científicas (España)Fonds de la Recherche Scientifique (Fédération Wallonie-Bruxelles)Consejo Superior de Investigaciones Científicas [https://ror.org/02gfc7t72]202120212021info:eu-repo/semantics/articlehttp://purl.org/coar/resource_type/c_6501Publisher's versioninfo:eu-repo/semantics/publishedVersionhttp://hdl.handle.net/10261/231177reponame:DIGITAL.CSIC. Repositorio Institucional del CSICinstname:Consejo Superior de Investigaciones Científicas (CSIC)Inglés#PLACEHOLDER_PARENT_METADATA_VALUE##PLACEHOLDER_PARENT_METADATA_VALUE##PLACEHOLDER_PARENT_METADATA_VALUE##PLACEHOLDER_PARENT_METADATA_VALUE#info:eu-repo/grantAgreement/MINECO/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/RYC2018-024488-IRYC2018-024488-I/AEI/10.13039/501100011033info:eu-repo/grantAgreement/MINECO/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/PID2019-104940GA-I00PID2019-104940GA-I00/AEI/10.13039/501100011033Margarida Barcelo-Serra, Sebastià Cabanellas, Miquel Palmer, Marta Bolgan, Josep Alós: A State-Space model to derive motorboat noise effects on fish movement from acoustic tracking data [Dataset]; DIGITAL.CSIC; http://dx.doi.org/10.20350/digitalCSIC/12638https://doi.org/10.1038/s41598-021-84261-2Síinfo:eu-repo/semantics/openAccessoai:digital.csic.es:10261/2311772026-05-22T06:33:51Z
dc.title.none.fl_str_mv A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
title A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
spellingShingle A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
Barceló-Serra, Margarida
Behavioural ecology
Conservation biology
Marine biology
title_short A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
title_full A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
title_fullStr A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
title_full_unstemmed A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
title_sort A state-space model to derive motorboat noise effects on fish movement from acoustic tracking data
dc.creator.none.fl_str_mv Barceló-Serra, Margarida
Cabanellas, Sebastià
Palmer, Miquel
Bolgan, Marta
Alós, Josep
author Barceló-Serra, Margarida
author_facet Barceló-Serra, Margarida
Cabanellas, Sebastià
Palmer, Miquel
Bolgan, Marta
Alós, Josep
author_role author
author2 Cabanellas, Sebastià
Palmer, Miquel
Bolgan, Marta
Alós, Josep
author2_role author
author
author
author
dc.contributor.none.fl_str_mv Ministerio de Ciencia, Innovación y Universidades (España)
Agencia Estatal de Investigación (España)
Consejo Superior de Investigaciones Científicas (España)
Fonds de la Recherche Scientifique (Fédération Wallonie-Bruxelles)
Consejo Superior de Investigaciones Científicas [https://ror.org/02gfc7t72]
dc.subject.none.fl_str_mv Behavioural ecology
Conservation biology
Marine biology
topic Behavioural ecology
Conservation biology
Marine biology
description Motorboat noise is recognized as a major source of marine pollution, however little is known about its ecological consequences on coastal systems. We developed a State Space Model (SSM) that incorporates an explicit dependency on motorboat noise to derive its effects on the movement of resident fish that transition between two behavioural states (swimming vs. hidden). To explore the performance of our model, we carried out an experiment where free-living Serranus scriba were tracked with acoustic tags, while motorboat noise was simultaneously recorded. We fitted the generated tracking and noise data into our SSM and explored if the noise generated by motorboats passing at close range affected the movement pattern and the probability of transition between the two states using a Bayesian approach. Our results suggest high among individual variability in movement patterns and transition between states, as well as in fish response to the presence of passing motorboats. These findings suggest that the effects of motorboat noise on fish movement are complex and require the precise monitoring of large numbers of individuals. Our SSM provides a methodology to address such complexity and can be used for future investigations to study the effects of noise pollution on marine fish.
publishDate 2021
dc.date.none.fl_str_mv 2021
2021
2021
dc.type.none.fl_str_mv info:eu-repo/semantics/article
http://purl.org/coar/resource_type/c_6501
Publisher's version
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv http://hdl.handle.net/10261/231177
url http://hdl.handle.net/10261/231177
dc.language.none.fl_str_mv Inglés
language_invalid_str_mv Inglés
dc.relation.none.fl_str_mv #PLACEHOLDER_PARENT_METADATA_VALUE#
#PLACEHOLDER_PARENT_METADATA_VALUE#
#PLACEHOLDER_PARENT_METADATA_VALUE#
#PLACEHOLDER_PARENT_METADATA_VALUE#
info:eu-repo/grantAgreement/MINECO/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/RYC2018-024488-I
RYC2018-024488-I/AEI/10.13039/501100011033
info:eu-repo/grantAgreement/MINECO/Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016/PID2019-104940GA-I00
PID2019-104940GA-I00/AEI/10.13039/501100011033
Margarida Barcelo-Serra, Sebastià Cabanellas, Miquel Palmer, Marta Bolgan, Josep Alós: A State-Space model to derive motorboat noise effects on fish movement from acoustic tracking data [Dataset]; DIGITAL.CSIC; http://dx.doi.org/10.20350/digitalCSIC/12638
https://doi.org/10.1038/s41598-021-84261-2
Sí
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Nature Publishing Group
publisher.none.fl_str_mv Nature Publishing Group
dc.source.none.fl_str_mv reponame:DIGITAL.CSIC. Repositorio Institucional del CSIC
instname:Consejo Superior de Investigaciones Científicas (CSIC)
instname_str Consejo Superior de Investigaciones Científicas (CSIC)
reponame_str DIGITAL.CSIC. Repositorio Institucional del CSIC
collection DIGITAL.CSIC. Repositorio Institucional del CSIC
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1869419640884559872
score 15,81155

Similares en LA Referencia