Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2

Interests in exploring Cold Water Corals (CWC) ecosystems witnessed a dramatic increase in the last decades, after the realisation that their habitats are threatened by ocean warming and acidification. However, they are still largely overlooked by the scientific community in deep and harsh environme...

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Main Authors: Jerosch, Kerstin, Chaabani, Safa, Casado de Amezua, Maria del Pilar, Pehlke, Hendrik, Weber, Lukas, Martínez-Baraldés, Irene, López-González, Pablo José
Format: Dataset
Language:English
Published: PANGAEA 2018
Subjects:
Online Access:https://doi.pangaea.de/10.1594/PANGAEA.895586
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spelling ftpangaea:oai:pangaea.de:doi:10.1594/PANGAEA.895586 2023-05-15T14:04:57+02:00 Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2 Jerosch, Kerstin Chaabani, Safa Casado de Amezua, Maria del Pilar Pehlke, Hendrik Weber, Lukas Martínez-Baraldés, Irene López-González, Pablo José LATITUDE: -70.000000 * LONGITUDE: -38.000000 2018-10-25 text/tab-separated-values, 10 data points https://doi.pangaea.de/10.1594/PANGAEA.895586 en eng PANGAEA https://doi.pangaea.de/10.1594/PANGAEA.895586 Access constraints: access rights needed info:eu-repo/semantics/restrictedAccess Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven File content File format File name File size Uniform resource locator/link to file Weddell_Sea Dataset 2018 ftpangaea 2023-01-20T09:11:41Z Interests in exploring Cold Water Corals (CWC) ecosystems witnessed a dramatic increase in the last decades, after the realisation that their habitats are threatened by ocean warming and acidification. However, they are still largely overlooked by the scientific community in deep and harsh environments like the Southern Ocean. Recent advances in species distribution models (SDM) have allowed forecasting species distribution patterns and assessing climate change impacts at different spatial scales. Several limitations related to the accuracy of species presences, the lack of reliable absence data and the limited spatial resolution of environmental factors, have restricted the widespread utilisation of these approaches in polar areas. In this work, real presence-absence records of 13 species were gathered from research expeditions and literature and combined with model-generated pseudo-absences, to cover the study area. Moreover, a final set of 14 high-resolution environmental variables was pre-selected and nine species distribution modelling algorithms were merged with means of the ensemble forecasting platform 'biomod2' to model the habitat suitability for azooxanthallate scleractinian corals, in the Weddell Sea. 'Biomod2' is implemented in 'R' and is a freeware, open source package. Response of scleractinian distribution to the future climate change was also investigated, based on two future scenarios of the bottom sea temperature. Present ensemble prediction maps accurately captured the potential ecological niches of the modelled species (good to excellent true skill statistic (TSS) and area under the receiver operating characteristic curve (AUC) evaluation measures). In the Weddell Sea, scleractinian distribution is limited to the continental shelf and slope areas with preference to small scale features (i.e., seamounts), which have been identified as having a high probability of supporting cold-water coral habitat. The most important factors in determining CWC habitat suitability were distance to coast and ... Dataset Antarc* Antarctica Southern Ocean Weddell Sea PANGAEA - Data Publisher for Earth & Environmental Science Southern Ocean Weddell Weddell Sea ENVELOPE(-38.000000,-38.000000,-70.000000,-70.000000)
institution Open Polar
collection PANGAEA - Data Publisher for Earth & Environmental Science
op_collection_id ftpangaea
language English
topic File content
File format
File name
File size
Uniform resource locator/link to file
Weddell_Sea
spellingShingle File content
File format
File name
File size
Uniform resource locator/link to file
Weddell_Sea
Jerosch, Kerstin
Chaabani, Safa
Casado de Amezua, Maria del Pilar
Pehlke, Hendrik
Weber, Lukas
Martínez-Baraldés, Irene
López-González, Pablo José
Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2
topic_facet File content
File format
File name
File size
Uniform resource locator/link to file
Weddell_Sea
description Interests in exploring Cold Water Corals (CWC) ecosystems witnessed a dramatic increase in the last decades, after the realisation that their habitats are threatened by ocean warming and acidification. However, they are still largely overlooked by the scientific community in deep and harsh environments like the Southern Ocean. Recent advances in species distribution models (SDM) have allowed forecasting species distribution patterns and assessing climate change impacts at different spatial scales. Several limitations related to the accuracy of species presences, the lack of reliable absence data and the limited spatial resolution of environmental factors, have restricted the widespread utilisation of these approaches in polar areas. In this work, real presence-absence records of 13 species were gathered from research expeditions and literature and combined with model-generated pseudo-absences, to cover the study area. Moreover, a final set of 14 high-resolution environmental variables was pre-selected and nine species distribution modelling algorithms were merged with means of the ensemble forecasting platform 'biomod2' to model the habitat suitability for azooxanthallate scleractinian corals, in the Weddell Sea. 'Biomod2' is implemented in 'R' and is a freeware, open source package. Response of scleractinian distribution to the future climate change was also investigated, based on two future scenarios of the bottom sea temperature. Present ensemble prediction maps accurately captured the potential ecological niches of the modelled species (good to excellent true skill statistic (TSS) and area under the receiver operating characteristic curve (AUC) evaluation measures). In the Weddell Sea, scleractinian distribution is limited to the continental shelf and slope areas with preference to small scale features (i.e., seamounts), which have been identified as having a high probability of supporting cold-water coral habitat. The most important factors in determining CWC habitat suitability were distance to coast and ...
format Dataset
author Jerosch, Kerstin
Chaabani, Safa
Casado de Amezua, Maria del Pilar
Pehlke, Hendrik
Weber, Lukas
Martínez-Baraldés, Irene
López-González, Pablo José
author_facet Jerosch, Kerstin
Chaabani, Safa
Casado de Amezua, Maria del Pilar
Pehlke, Hendrik
Weber, Lukas
Martínez-Baraldés, Irene
López-González, Pablo José
author_sort Jerosch, Kerstin
title Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2
title_short Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2
title_full Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2
title_fullStr Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2
title_full_unstemmed Present and future potential distribution of cold-water corals in the Weddell Sea (N Antarctica) modelled with Biomod2
title_sort present and future potential distribution of cold-water corals in the weddell sea (n antarctica) modelled with biomod2
publisher PANGAEA
publishDate 2018
url https://doi.pangaea.de/10.1594/PANGAEA.895586
op_coverage LATITUDE: -70.000000 * LONGITUDE: -38.000000
long_lat ENVELOPE(-38.000000,-38.000000,-70.000000,-70.000000)
geographic Southern Ocean
Weddell
Weddell Sea
geographic_facet Southern Ocean
Weddell
Weddell Sea
genre Antarc*
Antarctica
Southern Ocean
Weddell Sea
genre_facet Antarc*
Antarctica
Southern Ocean
Weddell Sea
op_source Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Bremerhaven
op_relation https://doi.pangaea.de/10.1594/PANGAEA.895586
op_rights Access constraints: access rights needed
info:eu-repo/semantics/restrictedAccess
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