Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation

Detalhes bibliográficos
Autor(a) principal: SALVETAT, Julie
Data de Publicação: 2022
Tipo de documento: Tese
Idioma: eng
Título da fonte: Biblioteca Digital de Teses e Dissertações da UFRPE
Texto Completo: http://www.tede2.ufrpe.br:8080/tede2/handle/tede2/9538
Resumo: Tropical waters hold major biodiversity hotspots and are priority areas for protection in the context of over-exploration and climate change. Suitable management of marine resources requires comprehensive, spatially explicit, high-quality, and up-to-date data. In that regard, multi-frequency active acoustic is a powerful tool that can provide relevant solutions to the increasing need for comprehensive data. In that framework, this thesis aims at filling some gaps in fish distribution knowledge for two tropical ecosystems of the South Western Tropical Atlantic, an oceanic archipelago, and the neritic coastal ecosystem of Northeast Brazil by using acoustic active methods combined with other approaches. In the first two chapters, we used an innovative integrated method combining acoustic and video data to study fish distribution around the oceanic Archipelago of Fernando de Noronha (FNA). FNA encompasses a marine protected area, preventing extractive biological sampling. Simultaneous scrutinizing of video and echogram allowed discriminating between similar echotypes leading to a classification of all the echoes into ten fish assemblages and two triggerfish species. The most abundant species observed by acoustics was the black triggerfish (Melichthys niger). We estimated the target strength of this species, a prerequisite for acoustic biomass estimation that we estimated to be 700 tonnes using geostatistics. To provide a detailed comprehensive description of fish distribution and their environment around FNA we analyzed the distribution of fish assemblages in relation to habitat characteristics obtained from acoustic data and video (e.g., depth and sediment type). This comprehensive description allowed highlighting fish hotspots’ location and in particular the importance of the shelf-break on the windward side of FNA, which includes well-known fishing hotspots. In contradiction with the expected result, FNA exhibits an asymmetrical fish distribution with a higher concentration on the windward side of the main island as opposed to the higher primary production on the leeward side. These results led us to a revision of the island mass effect for high trophic levels. In the last part of this thesis, we applied the methodology developed above to acoustic data collected continuously along the diel cycle during two surveys performed in different seasons on the neritic environment of the Northeast Brazilian coast. The main objective was to describe the demersal and pelagic fish spatial distribution. For that, we classified fish echoes into eight fish assemblages. The patterns of the distribution of fish total biomass and fish assemblages varied according to the season. The acoustic scape varied along the diel cycle with a higher acoustic response at night due to different gregarious patterns. Many demersal and pelagic fish exhibit diel migrations. This behavior change is known to affect the acoustic data since fish were more scattered over space and observable at night. Still, the acoustic data highlighted the presence of hotspots along the coast of North-east Brazil in particular a hotspot in the Pernambuco plateau and another in the Rio Grande do Norte shelf. The spatial distribution of fish biomass varied according to season, depth, and distance to the shelf-break. At the end of the manuscript, a discussion is initiated on the perspectives offered by the dataset developed during this thesis, especially for Marine Spatial Planning.
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spelling BERTRAND, Arnaud Pierre AlexisBEZ, NicolasMARTINEZ, ElodieGUILLARD, JeanFABRÉ, Nidia NoemiBENDER, Marianahttp://lattes.cnpq.br/8939808548335641SALVETAT, Julie2024-03-01T20:48:58Z2022-11-29SALVETAT, Julie. Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation. 2022. 190 f. Tese (Programa de Pós-Graduação em Recursos Pesqueiros e Aquicultura) - Universidade Federal Rural de Pernambuco, Recife.http://www.tede2.ufrpe.br:8080/tede2/handle/tede2/9538Tropical waters hold major biodiversity hotspots and are priority areas for protection in the context of over-exploration and climate change. Suitable management of marine resources requires comprehensive, spatially explicit, high-quality, and up-to-date data. In that regard, multi-frequency active acoustic is a powerful tool that can provide relevant solutions to the increasing need for comprehensive data. In that framework, this thesis aims at filling some gaps in fish distribution knowledge for two tropical ecosystems of the South Western Tropical Atlantic, an oceanic archipelago, and the neritic coastal ecosystem of Northeast Brazil by using acoustic active methods combined with other approaches. In the first two chapters, we used an innovative integrated method combining acoustic and video data to study fish distribution around the oceanic Archipelago of Fernando de Noronha (FNA). FNA encompasses a marine protected area, preventing extractive biological sampling. Simultaneous scrutinizing of video and echogram allowed discriminating between similar echotypes leading to a classification of all the echoes into ten fish assemblages and two triggerfish species. The most abundant species observed by acoustics was the black triggerfish (Melichthys niger). We estimated the target strength of this species, a prerequisite for acoustic biomass estimation that we estimated to be 700 tonnes using geostatistics. To provide a detailed comprehensive description of fish distribution and their environment around FNA we analyzed the distribution of fish assemblages in relation to habitat characteristics obtained from acoustic data and video (e.g., depth and sediment type). This comprehensive description allowed highlighting fish hotspots’ location and in particular the importance of the shelf-break on the windward side of FNA, which includes well-known fishing hotspots. In contradiction with the expected result, FNA exhibits an asymmetrical fish distribution with a higher concentration on the windward side of the main island as opposed to the higher primary production on the leeward side. These results led us to a revision of the island mass effect for high trophic levels. In the last part of this thesis, we applied the methodology developed above to acoustic data collected continuously along the diel cycle during two surveys performed in different seasons on the neritic environment of the Northeast Brazilian coast. The main objective was to describe the demersal and pelagic fish spatial distribution. For that, we classified fish echoes into eight fish assemblages. The patterns of the distribution of fish total biomass and fish assemblages varied according to the season. The acoustic scape varied along the diel cycle with a higher acoustic response at night due to different gregarious patterns. Many demersal and pelagic fish exhibit diel migrations. This behavior change is known to affect the acoustic data since fish were more scattered over space and observable at night. Still, the acoustic data highlighted the presence of hotspots along the coast of North-east Brazil in particular a hotspot in the Pernambuco plateau and another in the Rio Grande do Norte shelf. The spatial distribution of fish biomass varied according to season, depth, and distance to the shelf-break. At the end of the manuscript, a discussion is initiated on the perspectives offered by the dataset developed during this thesis, especially for Marine Spatial Planning.As águas tropicais contêm hotspots de biodiversidade e são áreas prioritárias para proteção no atual contexto de superexploração e mudança climática. O gerenciamento adequado dos recursos marinhos requer dados abrangentes de alta qualidade, espacialmente explícitos e atualizados. A este respeito, a acústica ativa multifreqüencial é uma ferramenta poderosa que pode fornecer uma resposta relevante para a crescente necessidade de dados abrangentes. Dentro desta estrutura, esta tese visa preencher algumas lacunas no conhecimento da distribuição de peixes para dois ecossistemas tropicais no sudoeste do Atlântico tropical, um pequeno arquipélago oceânico e o ecossistema costeiro nerítico do Nordeste do Brasil, utilizando métodos acústicos ativos combinados com outras abordagens. Nos dois primeiros capítulos desta tese, utilizamos um método integrado inovador que combina dados acústicos e de vídeo para estudar a distribuição de peixes ao redor do Arquipélago de Fernando de Noronha (AFN). O AFN abrange uma área marinha protegida, proibindo qualquer amostragem. O exame simultâneo de vídeo e ecogramas permitiu a discriminação de ecotipos similares, levando a uma classificação de todos os ecos em assembléias de peixes e duas espécies de peixes cangulo. A espécie mais abundante observada pela acústica foi o cangulo preto (Melichthys niger). Estimamos o target-strength desta espécie, um pré-requisito para estimar sua biomassa, que estimamos em 700 toneladas usando um método geoestatístico. As demais distribuições do conjunto e a parte não pesqueira dos dados foram analisadas em relação às características do habitat obtidas a partir de dados acústicos e vídeo, como profundidade e tipo de sedimento, a fim de fornecer uma descrição detalhada e completa da distribuição dos peixes e seu ambiente ao redor do arquipélago. Esta descrição abrangente destacou a localização dos pontos de pesca e, em particular, a importância da plataforma continental no barlavento da ilha, que inclui pontos de pesca bem conhecidos do AFN. Em contradição com o resultado esperado, o AFN mostra uma distribuição assimétrica de peixes com maior concentração no lado de barlavento da ilha principal, em oposição à maior produção primária no lado de sotavento e levou a uma revisão do efeito ilha para altos níveis tróficos. Na parte final desta tese, aplicamos a metodologia desenvolvida acima aos dados acústicos coletados no ambiente nerítico da costa nordeste. O principal objetivo era descrever a distribuição espacial dos peixes demersais e pelágicos. Para este fim, classificamos os ecos de peixe em assembléias de peixes. As duas pesquisas foram realizadas em épocas diferentes e mostraram dois padrões diferentes de distribuição e assembleia de peixes. Os dados acústicos costeiros foram coletados durante o dia e à noite. A paisagem acústica era muito diferente à noite e durante o dia, com uma resposta acústica mais elevada à noite devido às diferenças de comportamento gregário e ocupação de espaço. Muitos peixes demersais e pelágicos exibem movimentos diel. Esta mudança de comportamento é conhecida por afetar os dados acústicos, já que os peixes estavam mais espalhados pelo espaço e observáveis à noite. Ainda assim, os dados acústicos destacaram a presença de hotspots ao longo da costa do Nordeste do Brasil, em particular um hotspot no platô de Pernambuco e outro na plataforma do Rio Grande do Norte. A distribuição espacial da biomassa de peixes variou de acordo com a estação do ano, a profundidade e a distância até o talude. Ao final do manuscrito, é iniciada uma discussão sobre as perspectivas oferecidas pelo conjunto de dados desenvolvidos durante esta tese, especialmente para o Planejamento Espacial Marinho na região estudada.Submitted by (ana.araujo@ufrpe.br) on 2024-03-01T20:48:58Z No. of bitstreams: 1 Julie Salvetat.pdf: 7427396 bytes, checksum: b083f43ffc957dcc5db3147fd13cd5e7 (MD5)Made available in DSpace on 2024-03-01T20:48:58Z (GMT). No. of bitstreams: 1 Julie Salvetat.pdf: 7427396 bytes, checksum: b083f43ffc957dcc5db3147fd13cd5e7 (MD5) Previous issue date: 2022-11-29Coordenação de Aperfeiçoamento de Pessoal de Nível Superior - CAPESapplication/pdfengUniversidade Federal Rural de PernambucoPrograma de Pós-Graduação em Recursos Pesqueiros e AquiculturaUFRPEBrasilDepartamento de Pesca e AquiculturaPeixe demersalPeixe pelágicoDistribuição espacialAcústica subaquáticaCIENCIAS AGRARIAS::RECURSOS PESQUEIROS E ENGENHARIA DE PESCADemersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observationinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesis80217415640343225476006006006007231936942857037408-61317501987095198112075167498588264571info:eu-repo/semantics/openAccessreponame:Biblioteca Digital de Teses e Dissertações da UFRPEinstname:Universidade Federal Rural de Pernambuco (UFRPE)instacron:UFRPEORIGINALJulie Salvetat.pdfJulie Salvetat.pdfapplication/pdf7427396http://www.tede2.ufrpe.br:8080/tede2/bitstream/tede2/9538/2/Julie+Salvetat.pdfb083f43ffc957dcc5db3147fd13cd5e7MD52LICENSElicense.txtlicense.txttext/plain; charset=utf-82165http://www.tede2.ufrpe.br:8080/tede2/bitstream/tede2/9538/1/license.txtbd3efa91386c1718a7f26a329fdcb468MD51tede2/95382024-03-04 15:48:37.684oai:tede2: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Biblioteca Digital de Teses e Dissertaçõeshttp://www.tede2.ufrpe.br:8080/tede/PUBhttp://www.tede2.ufrpe.br:8080/oai/requestbdtd@ufrpe.br ||bdtd@ufrpe.bropendoar:2024-05-28T12:38:25.401897Biblioteca Digital de Teses e Dissertações da UFRPE - Universidade Federal Rural de Pernambuco (UFRPE)false
dc.title.por.fl_str_mv Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
title Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
spellingShingle Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
SALVETAT, Julie
Peixe demersal
Peixe pelágico
Distribuição espacial
Acústica subaquática
CIENCIAS AGRARIAS::RECURSOS PESQUEIROS E ENGENHARIA DE PESCA
title_short Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
title_full Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
title_fullStr Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
title_full_unstemmed Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
title_sort Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation
author SALVETAT, Julie
author_facet SALVETAT, Julie
author_role author
dc.contributor.advisor1.fl_str_mv BERTRAND, Arnaud Pierre Alexis
dc.contributor.advisor-co1.fl_str_mv BEZ, Nicolas
dc.contributor.referee1.fl_str_mv MARTINEZ, Elodie
dc.contributor.referee2.fl_str_mv GUILLARD, Jean
dc.contributor.referee3.fl_str_mv FABRÉ, Nidia Noemi
dc.contributor.referee4.fl_str_mv BENDER, Mariana
dc.contributor.authorLattes.fl_str_mv http://lattes.cnpq.br/8939808548335641
dc.contributor.author.fl_str_mv SALVETAT, Julie
contributor_str_mv BERTRAND, Arnaud Pierre Alexis
BEZ, Nicolas
MARTINEZ, Elodie
GUILLARD, Jean
FABRÉ, Nidia Noemi
BENDER, Mariana
dc.subject.por.fl_str_mv Peixe demersal
Peixe pelágico
Distribuição espacial
Acústica subaquática
topic Peixe demersal
Peixe pelágico
Distribuição espacial
Acústica subaquática
CIENCIAS AGRARIAS::RECURSOS PESQUEIROS E ENGENHARIA DE PESCA
dc.subject.cnpq.fl_str_mv CIENCIAS AGRARIAS::RECURSOS PESQUEIROS E ENGENHARIA DE PESCA
description Tropical waters hold major biodiversity hotspots and are priority areas for protection in the context of over-exploration and climate change. Suitable management of marine resources requires comprehensive, spatially explicit, high-quality, and up-to-date data. In that regard, multi-frequency active acoustic is a powerful tool that can provide relevant solutions to the increasing need for comprehensive data. In that framework, this thesis aims at filling some gaps in fish distribution knowledge for two tropical ecosystems of the South Western Tropical Atlantic, an oceanic archipelago, and the neritic coastal ecosystem of Northeast Brazil by using acoustic active methods combined with other approaches. In the first two chapters, we used an innovative integrated method combining acoustic and video data to study fish distribution around the oceanic Archipelago of Fernando de Noronha (FNA). FNA encompasses a marine protected area, preventing extractive biological sampling. Simultaneous scrutinizing of video and echogram allowed discriminating between similar echotypes leading to a classification of all the echoes into ten fish assemblages and two triggerfish species. The most abundant species observed by acoustics was the black triggerfish (Melichthys niger). We estimated the target strength of this species, a prerequisite for acoustic biomass estimation that we estimated to be 700 tonnes using geostatistics. To provide a detailed comprehensive description of fish distribution and their environment around FNA we analyzed the distribution of fish assemblages in relation to habitat characteristics obtained from acoustic data and video (e.g., depth and sediment type). This comprehensive description allowed highlighting fish hotspots’ location and in particular the importance of the shelf-break on the windward side of FNA, which includes well-known fishing hotspots. In contradiction with the expected result, FNA exhibits an asymmetrical fish distribution with a higher concentration on the windward side of the main island as opposed to the higher primary production on the leeward side. These results led us to a revision of the island mass effect for high trophic levels. In the last part of this thesis, we applied the methodology developed above to acoustic data collected continuously along the diel cycle during two surveys performed in different seasons on the neritic environment of the Northeast Brazilian coast. The main objective was to describe the demersal and pelagic fish spatial distribution. For that, we classified fish echoes into eight fish assemblages. The patterns of the distribution of fish total biomass and fish assemblages varied according to the season. The acoustic scape varied along the diel cycle with a higher acoustic response at night due to different gregarious patterns. Many demersal and pelagic fish exhibit diel migrations. This behavior change is known to affect the acoustic data since fish were more scattered over space and observable at night. Still, the acoustic data highlighted the presence of hotspots along the coast of North-east Brazil in particular a hotspot in the Pernambuco plateau and another in the Rio Grande do Norte shelf. The spatial distribution of fish biomass varied according to season, depth, and distance to the shelf-break. At the end of the manuscript, a discussion is initiated on the perspectives offered by the dataset developed during this thesis, especially for Marine Spatial Planning.
publishDate 2022
dc.date.issued.fl_str_mv 2022-11-29
dc.date.accessioned.fl_str_mv 2024-03-01T20:48:58Z
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dc.identifier.citation.fl_str_mv SALVETAT, Julie. Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation. 2022. 190 f. Tese (Programa de Pós-Graduação em Recursos Pesqueiros e Aquicultura) - Universidade Federal Rural de Pernambuco, Recife.
dc.identifier.uri.fl_str_mv http://www.tede2.ufrpe.br:8080/tede2/handle/tede2/9538
identifier_str_mv SALVETAT, Julie. Demersal fish distribution in Northeast Brazil from multifrequency active acoustics and video observation. 2022. 190 f. Tese (Programa de Pós-Graduação em Recursos Pesqueiros e Aquicultura) - Universidade Federal Rural de Pernambuco, Recife.
url http://www.tede2.ufrpe.br:8080/tede2/handle/tede2/9538
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language eng
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dc.relation.confidence.fl_str_mv 600
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dc.publisher.country.fl_str_mv Brasil
dc.publisher.department.fl_str_mv Departamento de Pesca e Aquicultura
publisher.none.fl_str_mv Universidade Federal Rural de Pernambuco
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