Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem

As industrialized fishing activities have moved into deeper water, the recognition of Vulnerable Marine Ecosystems (VMEs) has become important for the protection of the deep-sea. Our limited knowledge on the past and present distribution of VMEs hinders our ability to manage bottom fisheries effecti...

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Published in:ICES Journal of Marine Science
Main Author: Sacau-Cuadrado, M.M. (María del Mar)
Format: Article in Journal/Newspaper
Language:English
Published: Centro Oceanográfico de Vigo 2021
Subjects:
Online Access:http://hdl.handle.net/10508/11596
https://doi.org/10.1093/icesjms/fsab154
id ftieo:oai:repositorio.ieo.es:10508/11596
record_format openpolar
spelling ftieo:oai:repositorio.ieo.es:10508/11596 2023-05-15T17:34:25+02:00 Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem Sacau-Cuadrado, M.M. (María del Mar) Océan atlantique Atlantique Nord Atlantic Ocean Atlántico Norte NAFO Océano Atlántico North Atlantic 2021-07-27 http://hdl.handle.net/10508/11596 https://doi.org/10.1093/icesjms/fsab154 eng eng Centro Oceanográfico de Vigo 1054-3139 http://hdl.handle.net/10508/11596 ICES Journal Of Marine Science, 0. 2021: 1-13 doi:10.1093/icesjms/fsab154 Atribución-NoComercial-SinDerivadas 3.0 España http://creativecommons.org/licenses/by-nc-nd/3.0/es/ openAccess CC-BY-NC-ND Vulnerable Marine Ecosystem habitat suitability modelling NAFO High Seas Fisheries fish consultants radio habitat ecology article 2021 ftieo https://doi.org/10.1093/icesjms/fsab154 2022-07-26T23:49:11Z As industrialized fishing activities have moved into deeper water, the recognition of Vulnerable Marine Ecosystems (VMEs) has become important for the protection of the deep-sea. Our limited knowledge on the past and present distribution of VMEs hinders our ability to manage bottom fisheries effectively. This study investigated whether accounting for bottom fishing intensity (derived from Vessel Monitoring System records) as a predictor in habitat suitability models can (1) improve predictions of, and (2) provide estimates for a pre-fishing baseline for the distribution and biomass of a VME indicator taxon. Random Forest models were applied to presence/absence and biomass of Geodia sponges and environmental variables with and without bottom fishing intensity. The models including fishing were further used to predict distribution and biomass of Geodia to a pre-fishing scenario. Inclusion of fishing pressure as a predictive term significantly improved model performance for both sponge presence and biomass. This study has demonstrated a way to produce a more accurate picture of the current distribution of VMEs in the study area. The pre-fishing scenario predictions also identified areas of suitable Geodia habitat that are currently impacted by fishing, suggesting that sponge habitat and biomass have been impacted by bottom trawling activities. 1054-3139 Versión del editor 2,277 Article in Journal/Newspaper North Atlantic Instituto Español de Oceanografía: e-IEO ICES Journal of Marine Science
institution Open Polar
collection Instituto Español de Oceanografía: e-IEO
op_collection_id ftieo
language English
topic Vulnerable Marine Ecosystem
habitat suitability modelling
NAFO
High Seas Fisheries
fish
consultants
radio
habitat
ecology
spellingShingle Vulnerable Marine Ecosystem
habitat suitability modelling
NAFO
High Seas Fisheries
fish
consultants
radio
habitat
ecology
Sacau-Cuadrado, M.M. (María del Mar)
Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem
topic_facet Vulnerable Marine Ecosystem
habitat suitability modelling
NAFO
High Seas Fisheries
fish
consultants
radio
habitat
ecology
description As industrialized fishing activities have moved into deeper water, the recognition of Vulnerable Marine Ecosystems (VMEs) has become important for the protection of the deep-sea. Our limited knowledge on the past and present distribution of VMEs hinders our ability to manage bottom fisheries effectively. This study investigated whether accounting for bottom fishing intensity (derived from Vessel Monitoring System records) as a predictor in habitat suitability models can (1) improve predictions of, and (2) provide estimates for a pre-fishing baseline for the distribution and biomass of a VME indicator taxon. Random Forest models were applied to presence/absence and biomass of Geodia sponges and environmental variables with and without bottom fishing intensity. The models including fishing were further used to predict distribution and biomass of Geodia to a pre-fishing scenario. Inclusion of fishing pressure as a predictive term significantly improved model performance for both sponge presence and biomass. This study has demonstrated a way to produce a more accurate picture of the current distribution of VMEs in the study area. The pre-fishing scenario predictions also identified areas of suitable Geodia habitat that are currently impacted by fishing, suggesting that sponge habitat and biomass have been impacted by bottom trawling activities. 1054-3139 Versión del editor 2,277
format Article in Journal/Newspaper
author Sacau-Cuadrado, M.M. (María del Mar)
author_facet Sacau-Cuadrado, M.M. (María del Mar)
author_sort Sacau-Cuadrado, M.M. (María del Mar)
title Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem
title_short Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem
title_full Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem
title_fullStr Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem
title_full_unstemmed Reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a Vulnerable Marine Ecosystem
title_sort reconstructing baselines: use of habitat suitability modelling to predict pre-fishing condition of a vulnerable marine ecosystem
publisher Centro Oceanográfico de Vigo
publishDate 2021
url http://hdl.handle.net/10508/11596
https://doi.org/10.1093/icesjms/fsab154
op_coverage Océan atlantique
Atlantique Nord
Atlantic Ocean
Atlántico Norte
NAFO
Océano Atlántico
North Atlantic
genre North Atlantic
genre_facet North Atlantic
op_relation 1054-3139
http://hdl.handle.net/10508/11596
ICES Journal Of Marine Science, 0. 2021: 1-13
doi:10.1093/icesjms/fsab154
op_rights Atribución-NoComercial-SinDerivadas 3.0 España
http://creativecommons.org/licenses/by-nc-nd/3.0/es/
openAccess
op_rightsnorm CC-BY-NC-ND
op_doi https://doi.org/10.1093/icesjms/fsab154
container_title ICES Journal of Marine Science
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