Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean

AIM : Climate change will likely lead to a significant redistribution of biodiversity in marine ecosystems. We examine the potential redistribution of a community of ma-rine predators by comparing current and future habitat distribution projections. We examine relative changes among species, indicat...

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Published in:Diversity and Distributions
Main Authors: Reisinger, Ryan Rudolf, Corney, Stuart, Raymond, Ben, Lombard, Amanda T., Bester, Marthan Nieuwoudt, Crawford, Robert J. M., Davies, Delia, De Bruyn, P.J. Nico, Dilley, Ben J., Kirkman, Stephen P., Makhado, Azwianewi B., Ryan, Peter G., Schoombie, Stefan, Stevens, Kim L., Tosh, Cheryl A., Wege, Mia, Whitehead, T. Otto, Sumner, Michael D., Wotherspoon, Simon, Friedlaender, Ari S., Cotte, Cedric, Hindell, Mark A., Ropert-Coudert, Yan, Pistorius, Pierre A.
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2022
Subjects:
Online Access:https://repository.up.ac.za/handle/2263/86330
https://doi.org/10.1111/ddi.13447
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spelling ftunivpretoria:oai:repository.up.ac.za:2263/86330 2023-05-15T14:05:19+02:00 Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean Reisinger, Ryan Rudolf Corney, Stuart Raymond, Ben Lombard, Amanda T. Bester, Marthan Nieuwoudt Crawford, Robert J. M. Davies, Delia De Bruyn, P.J. Nico Dilley, Ben J. Kirkman, Stephen P. Makhado, Azwianewi B. Ryan, Peter G. Schoombie, Stefan Stevens, Kim L. Tosh, Cheryl A. Wege, Mia Whitehead, T. Otto Sumner, Michael D. Wotherspoon, Simon Friedlaender, Ari S. Cotte, Cedric Hindell, Mark A. Ropert-Coudert, Yan Pistorius, Pierre A. 2022-01 https://repository.up.ac.za/handle/2263/86330 https://doi.org/10.1111/ddi.13447 en eng Wiley https://repository.up.ac.za/handle/2263/86330 1366-9516 (online) doi:10.1111/ddi.13447 © 2021 The Authors. Diversity and Distributions published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution License. CC-BY Climate change Distribution Marine mammals Prediction Projection Seabirds Southern Ocean Article 2022 ftunivpretoria https://doi.org/10.1111/ddi.13447 2022-11-08T01:19:23Z AIM : Climate change will likely lead to a significant redistribution of biodiversity in marine ecosystems. We examine the potential redistribution of a community of ma-rine predators by comparing current and future habitat distribution projections. We examine relative changes among species, indicative of potential future community- level changes and consider potential consequences of these changes for conservation and management. LOCATION : Southern Indian Ocean. METHODS : We used tracking data from 14 species (10 seabirds, 3 seals and 1 ceta-cean, totalling 538 tracks) to model the habitat selection of predators around the Prince Edward Islands. Using random forest classifiers, we modelled habitat selection as a response to a static environmental covariate and nine dynamic environmental covariates obtained from eight IPCC-class climate models. To project the potential distribution of the predators in 2071–2100, we used climate model outputs assuming two greenhouse gas emission scenarios: RCP 4.5 and RCP 8.5. RESULTS : Analogous climates are projected to predominantly shift to the southeast and southwest. Species’ potential range shifts varied in direction and magnitude, but over-all shifted slightly to the southwest. Despite the variable shifts among species, cur-rent species co-occurrence patterns and future projections were statistically similar. Our projections show that at least some important habitats will shift out of national waters and marine protected areas by 2100, but important habitat area will increase in the Convention on the Conservation of Antarctic Marine Living Resources Area. Predicted areas of common use among predators decreased north of the islands and increased to the south, suggesting that multiple predator species may use southerly habitats more intensively in the future. Consequently, Southern Ocean management authorities could implement conservation actions to partially offset these shifts. MAIN CONCLUSIONS : Overall, we predict that marine predator biodiversity in the south-ern ... Article in Journal/Newspaper Antarc* Antarctic Prince Edward Islands Southern Ocean University of Pretoria: UPSpace Antarctic Indian Southern Ocean Diversity and Distributions 28 1 142 159
institution Open Polar
collection University of Pretoria: UPSpace
op_collection_id ftunivpretoria
language English
topic Climate change
Distribution
Marine mammals
Prediction
Projection
Seabirds
Southern Ocean
spellingShingle Climate change
Distribution
Marine mammals
Prediction
Projection
Seabirds
Southern Ocean
Reisinger, Ryan Rudolf
Corney, Stuart
Raymond, Ben
Lombard, Amanda T.
Bester, Marthan Nieuwoudt
Crawford, Robert J. M.
Davies, Delia
De Bruyn, P.J. Nico
Dilley, Ben J.
Kirkman, Stephen P.
Makhado, Azwianewi B.
Ryan, Peter G.
Schoombie, Stefan
Stevens, Kim L.
Tosh, Cheryl A.
Wege, Mia
Whitehead, T. Otto
Sumner, Michael D.
Wotherspoon, Simon
Friedlaender, Ari S.
Cotte, Cedric
Hindell, Mark A.
Ropert-Coudert, Yan
Pistorius, Pierre A.
Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean
topic_facet Climate change
Distribution
Marine mammals
Prediction
Projection
Seabirds
Southern Ocean
description AIM : Climate change will likely lead to a significant redistribution of biodiversity in marine ecosystems. We examine the potential redistribution of a community of ma-rine predators by comparing current and future habitat distribution projections. We examine relative changes among species, indicative of potential future community- level changes and consider potential consequences of these changes for conservation and management. LOCATION : Southern Indian Ocean. METHODS : We used tracking data from 14 species (10 seabirds, 3 seals and 1 ceta-cean, totalling 538 tracks) to model the habitat selection of predators around the Prince Edward Islands. Using random forest classifiers, we modelled habitat selection as a response to a static environmental covariate and nine dynamic environmental covariates obtained from eight IPCC-class climate models. To project the potential distribution of the predators in 2071–2100, we used climate model outputs assuming two greenhouse gas emission scenarios: RCP 4.5 and RCP 8.5. RESULTS : Analogous climates are projected to predominantly shift to the southeast and southwest. Species’ potential range shifts varied in direction and magnitude, but over-all shifted slightly to the southwest. Despite the variable shifts among species, cur-rent species co-occurrence patterns and future projections were statistically similar. Our projections show that at least some important habitats will shift out of national waters and marine protected areas by 2100, but important habitat area will increase in the Convention on the Conservation of Antarctic Marine Living Resources Area. Predicted areas of common use among predators decreased north of the islands and increased to the south, suggesting that multiple predator species may use southerly habitats more intensively in the future. Consequently, Southern Ocean management authorities could implement conservation actions to partially offset these shifts. MAIN CONCLUSIONS : Overall, we predict that marine predator biodiversity in the south-ern ...
format Article in Journal/Newspaper
author Reisinger, Ryan Rudolf
Corney, Stuart
Raymond, Ben
Lombard, Amanda T.
Bester, Marthan Nieuwoudt
Crawford, Robert J. M.
Davies, Delia
De Bruyn, P.J. Nico
Dilley, Ben J.
Kirkman, Stephen P.
Makhado, Azwianewi B.
Ryan, Peter G.
Schoombie, Stefan
Stevens, Kim L.
Tosh, Cheryl A.
Wege, Mia
Whitehead, T. Otto
Sumner, Michael D.
Wotherspoon, Simon
Friedlaender, Ari S.
Cotte, Cedric
Hindell, Mark A.
Ropert-Coudert, Yan
Pistorius, Pierre A.
author_facet Reisinger, Ryan Rudolf
Corney, Stuart
Raymond, Ben
Lombard, Amanda T.
Bester, Marthan Nieuwoudt
Crawford, Robert J. M.
Davies, Delia
De Bruyn, P.J. Nico
Dilley, Ben J.
Kirkman, Stephen P.
Makhado, Azwianewi B.
Ryan, Peter G.
Schoombie, Stefan
Stevens, Kim L.
Tosh, Cheryl A.
Wege, Mia
Whitehead, T. Otto
Sumner, Michael D.
Wotherspoon, Simon
Friedlaender, Ari S.
Cotte, Cedric
Hindell, Mark A.
Ropert-Coudert, Yan
Pistorius, Pierre A.
author_sort Reisinger, Ryan Rudolf
title Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean
title_short Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean
title_full Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean
title_fullStr Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean
title_full_unstemmed Habitat model forecasts suggest potential redistribution of marine predators in the Southern Indian ocean
title_sort habitat model forecasts suggest potential redistribution of marine predators in the southern indian ocean
publisher Wiley
publishDate 2022
url https://repository.up.ac.za/handle/2263/86330
https://doi.org/10.1111/ddi.13447
geographic Antarctic
Indian
Southern Ocean
geographic_facet Antarctic
Indian
Southern Ocean
genre Antarc*
Antarctic
Prince Edward Islands
Southern Ocean
genre_facet Antarc*
Antarctic
Prince Edward Islands
Southern Ocean
op_relation https://repository.up.ac.za/handle/2263/86330
1366-9516 (online)
doi:10.1111/ddi.13447
op_rights © 2021 The Authors. Diversity and Distributions published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution License.
op_rightsnorm CC-BY
op_doi https://doi.org/10.1111/ddi.13447
container_title Diversity and Distributions
container_volume 28
container_issue 1
container_start_page 142
op_container_end_page 159
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