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 marine predators by comparing current and future habitat distribution projections. We examine relative changes among species, indicativ...

Full description

Bibliographic Details
Published in:Diversity and Distributions
Main Authors: Reisinger, Ryan R., Corney, Stuart, Raymond, Ben, Lombard, Amanda T., Bester, Marthán N., 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., Cotté, Cedric, Hindell, Mark A., Ropert-Coudert, Yan, Pistorius, Pierre A.
Format: Article in Journal/Newspaper
Language:English
Published: 2021
Subjects:
Online Access:https://eprints.soton.ac.uk/455175/
https://eprints.soton.ac.uk/455175/1/Diversity_and_Distributions_2021_Reisinger_Habitat_model_forecasts_suggest_potential_redistribution_of_marine_1_.pdf
id ftsouthampton:oai:eprints.soton.ac.uk:455175
record_format openpolar
spelling ftsouthampton:oai:eprints.soton.ac.uk:455175 2023-12-03T10:11:18+01:00 Habitat model forecasts suggest potential redistribution of marine predators in the southern Indian Ocean Reisinger, Ryan R. Corney, Stuart Raymond, Ben Lombard, Amanda T. Bester, Marthán N. 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. Cotté, Cedric Hindell, Mark A. Ropert-Coudert, Yan Pistorius, Pierre A. 2021-11-29 text https://eprints.soton.ac.uk/455175/ https://eprints.soton.ac.uk/455175/1/Diversity_and_Distributions_2021_Reisinger_Habitat_model_forecasts_suggest_potential_redistribution_of_marine_1_.pdf en English eng https://eprints.soton.ac.uk/455175/1/Diversity_and_Distributions_2021_Reisinger_Habitat_model_forecasts_suggest_potential_redistribution_of_marine_1_.pdf Reisinger, Ryan R., Corney, Stuart, Raymond, Ben, Lombard, Amanda T., Bester, Marthán N., 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., Cotté, Cedric, Hindell, Mark A., Ropert-Coudert, Yan and Pistorius, Pierre A. (2021) Habitat model forecasts suggest potential redistribution of marine predators in the southern Indian Ocean. Diversity and Distributions, 28 (1), 142-159. (doi:10.1111/ddi.13447 <http://dx.doi.org/10.1111/ddi.13447>). cc_by_4 Article PeerReviewed 2021 ftsouthampton https://doi.org/10.1111/ddi.13447 2023-11-03T00:03:56Z Aim: Climate change will likely lead to a significant redistribution of biodiversity in marine ecosystems. We examine the potential redistribution of a community of marine 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 cetacean, 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 overall shifted slightly to the southwest. Despite the variable shifts among species, current 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 southern Indian Ocean ... Article in Journal/Newspaper Antarc* Antarctic Prince Edward Islands Southern Ocean University of Southampton: e-Prints Soton Antarctic Southern Ocean Indian Diversity and Distributions 28 1 142 159
institution Open Polar
collection University of Southampton: e-Prints Soton
op_collection_id ftsouthampton
language English
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 marine 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 cetacean, 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 overall shifted slightly to the southwest. Despite the variable shifts among species, current 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 southern Indian Ocean ...
format Article in Journal/Newspaper
author Reisinger, Ryan R.
Corney, Stuart
Raymond, Ben
Lombard, Amanda T.
Bester, Marthán N.
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.
Cotté, Cedric
Hindell, Mark A.
Ropert-Coudert, Yan
Pistorius, Pierre A.
spellingShingle Reisinger, Ryan R.
Corney, Stuart
Raymond, Ben
Lombard, Amanda T.
Bester, Marthán N.
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.
Cotté, Cedric
Hindell, Mark A.
Ropert-Coudert, Yan
Pistorius, Pierre A.
Habitat model forecasts suggest potential redistribution of marine predators in the southern Indian Ocean
author_facet Reisinger, Ryan R.
Corney, Stuart
Raymond, Ben
Lombard, Amanda T.
Bester, Marthán N.
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.
Cotté, Cedric
Hindell, Mark A.
Ropert-Coudert, Yan
Pistorius, Pierre A.
author_sort Reisinger, Ryan R.
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
publishDate 2021
url https://eprints.soton.ac.uk/455175/
https://eprints.soton.ac.uk/455175/1/Diversity_and_Distributions_2021_Reisinger_Habitat_model_forecasts_suggest_potential_redistribution_of_marine_1_.pdf
geographic Antarctic
Southern Ocean
Indian
geographic_facet Antarctic
Southern Ocean
Indian
genre Antarc*
Antarctic
Prince Edward Islands
Southern Ocean
genre_facet Antarc*
Antarctic
Prince Edward Islands
Southern Ocean
op_relation https://eprints.soton.ac.uk/455175/1/Diversity_and_Distributions_2021_Reisinger_Habitat_model_forecasts_suggest_potential_redistribution_of_marine_1_.pdf
Reisinger, Ryan R., Corney, Stuart, Raymond, Ben, Lombard, Amanda T., Bester, Marthán N., 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., Cotté, Cedric, Hindell, Mark A., Ropert-Coudert, Yan and Pistorius, Pierre A. (2021) Habitat model forecasts suggest potential redistribution of marine predators in the southern Indian Ocean. Diversity and Distributions, 28 (1), 142-159. (doi:10.1111/ddi.13447 <http://dx.doi.org/10.1111/ddi.13447>).
op_rights cc_by_4
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
_version_ 1784277089934901248