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spelling ftunstandrewcris:oai:risweb.st-andrews.ac.uk:publications/4f9117c1-fcc6-4b0c-907c-2d357191ac7b 2023-05-15T13:35:45+02:00 Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity Williams, Robert Hedley, Sharon L. Hammond, Philip Steven 2006-06 application/pdf https://risweb.st-andrews.ac.uk/portal/en/researchoutput/modeling-distribution-and-abundance-of-antarctic-baleen-whales-using-ships-of-opportunity(4f9117c1-fcc6-4b0c-907c-2d357191ac7b).html https://research-repository.st-andrews.ac.uk/bitstream/10023/2857/1/WilliamsES2006ModelingDistribution.pdf http://www.scopus.com/inward/record.url?scp=33745892375&partnerID=8YFLogxK http://www.ecologyandsociety.org/vol11/iss1/art1/ eng eng info:eu-repo/semantics/openAccess Williams , R , Hedley , S L & Hammond , P S 2006 , ' Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity ' , Ecology and Society , vol. 11 , no. 1 , 1 . Abundance Antarctic Baleen whale Cetacean Distance sampling Distribution Line transect Platform of opportunity Spatial model Coastal British Columbia Line transect surveys Social-organization Relative abundance Harbor porpoises South Georgia Jackknife Cetaceans Mortality Patterns article 2006 ftunstandrewcris 2021-12-26T14:16:13Z Information on animal abundance and distribution is at the cornerstone of many wildlife and conservation strategies. However, these data can be difficult and costly to obtain for cetacean species. The expense of sufficient ship time to conduct design-unbiased line transect surveys may be simply out of reach for researchers in many countries, which nonetheless grapple with problems of conservation of endangered species, by-catch of small cetaceans in commercial fisheries, and progression toward ecosystem-based fisheries management. Recently developed spatial modeling techniques show promise for estimating wildlife abundance using non-randomized surveys, but have yet to receive much field-testing in areas where designed surveys have also been conducted. Effort and sightings data were collected along 9 650 km of transects aboard ships of opportunity in the Southern Ocean during the austral summers of 2000 - 2001 and 2001 - 2002. Generalized additive models with generalized cross-validation were used to express heterogeneity of cetacean sightings as functions of spatial covariates. Models were used to map predicted densities and to estimate abundance of humpback, minke, and fin whales in the Drake Passage and along the Antarctic Peninsula. All species' distribution maps showed strong density gradients, which were robust to jackknife resampling when each of 14 trips was removed sequentially with replacement. Looped animations of model predictions of whale density illustrate uncertainty in distribution estimates in a way that is informative to non-scientists. The best abundance estimate for humpback whales was 1 829 (95% CI: 978- 3 422). Abundance of fin whales was 4 487 ( 95% CI: 1 326 - 15 179) and minke whales was 1,544 ( 95% CI: 1,221 - 1,953). These estimates agreed roughly with those reported from a designed survey conducted in the region during the previous austral summer. These estimates assumed that all animals on the trackline were detected, but preliminary results suggest that any negative bias due to ... Article in Journal/Newspaper Antarc* Antarctic Antarctic Peninsula baleen whale baleen whales Drake Passage Southern Ocean University of St Andrews: Research Portal Antarctic Antarctic Peninsula Austral Drake Passage Southern Ocean The Antarctic
institution Open Polar
collection University of St Andrews: Research Portal
op_collection_id ftunstandrewcris
language English
topic Abundance
Antarctic
Baleen whale
Cetacean
Distance sampling
Distribution
Line transect
Platform of opportunity
Spatial model
Coastal British Columbia
Line transect surveys
Social-organization
Relative abundance
Harbor porpoises
South Georgia
Jackknife
Cetaceans
Mortality
Patterns
spellingShingle Abundance
Antarctic
Baleen whale
Cetacean
Distance sampling
Distribution
Line transect
Platform of opportunity
Spatial model
Coastal British Columbia
Line transect surveys
Social-organization
Relative abundance
Harbor porpoises
South Georgia
Jackknife
Cetaceans
Mortality
Patterns
Williams, Robert
Hedley, Sharon L.
Hammond, Philip Steven
Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity
topic_facet Abundance
Antarctic
Baleen whale
Cetacean
Distance sampling
Distribution
Line transect
Platform of opportunity
Spatial model
Coastal British Columbia
Line transect surveys
Social-organization
Relative abundance
Harbor porpoises
South Georgia
Jackknife
Cetaceans
Mortality
Patterns
description Information on animal abundance and distribution is at the cornerstone of many wildlife and conservation strategies. However, these data can be difficult and costly to obtain for cetacean species. The expense of sufficient ship time to conduct design-unbiased line transect surveys may be simply out of reach for researchers in many countries, which nonetheless grapple with problems of conservation of endangered species, by-catch of small cetaceans in commercial fisheries, and progression toward ecosystem-based fisheries management. Recently developed spatial modeling techniques show promise for estimating wildlife abundance using non-randomized surveys, but have yet to receive much field-testing in areas where designed surveys have also been conducted. Effort and sightings data were collected along 9 650 km of transects aboard ships of opportunity in the Southern Ocean during the austral summers of 2000 - 2001 and 2001 - 2002. Generalized additive models with generalized cross-validation were used to express heterogeneity of cetacean sightings as functions of spatial covariates. Models were used to map predicted densities and to estimate abundance of humpback, minke, and fin whales in the Drake Passage and along the Antarctic Peninsula. All species' distribution maps showed strong density gradients, which were robust to jackknife resampling when each of 14 trips was removed sequentially with replacement. Looped animations of model predictions of whale density illustrate uncertainty in distribution estimates in a way that is informative to non-scientists. The best abundance estimate for humpback whales was 1 829 (95% CI: 978- 3 422). Abundance of fin whales was 4 487 ( 95% CI: 1 326 - 15 179) and minke whales was 1,544 ( 95% CI: 1,221 - 1,953). These estimates agreed roughly with those reported from a designed survey conducted in the region during the previous austral summer. These estimates assumed that all animals on the trackline were detected, but preliminary results suggest that any negative bias due to ...
format Article in Journal/Newspaper
author Williams, Robert
Hedley, Sharon L.
Hammond, Philip Steven
author_facet Williams, Robert
Hedley, Sharon L.
Hammond, Philip Steven
author_sort Williams, Robert
title Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity
title_short Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity
title_full Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity
title_fullStr Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity
title_full_unstemmed Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity
title_sort modeling distribution and abundance of antarctic baleen whales using ships of opportunity
publishDate 2006
url https://risweb.st-andrews.ac.uk/portal/en/researchoutput/modeling-distribution-and-abundance-of-antarctic-baleen-whales-using-ships-of-opportunity(4f9117c1-fcc6-4b0c-907c-2d357191ac7b).html
https://research-repository.st-andrews.ac.uk/bitstream/10023/2857/1/WilliamsES2006ModelingDistribution.pdf
http://www.scopus.com/inward/record.url?scp=33745892375&partnerID=8YFLogxK
http://www.ecologyandsociety.org/vol11/iss1/art1/
geographic Antarctic
Antarctic Peninsula
Austral
Drake Passage
Southern Ocean
The Antarctic
geographic_facet Antarctic
Antarctic Peninsula
Austral
Drake Passage
Southern Ocean
The Antarctic
genre Antarc*
Antarctic
Antarctic Peninsula
baleen whale
baleen whales
Drake Passage
Southern Ocean
genre_facet Antarc*
Antarctic
Antarctic Peninsula
baleen whale
baleen whales
Drake Passage
Southern Ocean
op_source Williams , R , Hedley , S L & Hammond , P S 2006 , ' Modeling distribution and abundance of Antarctic baleen whales using ships of opportunity ' , Ecology and Society , vol. 11 , no. 1 , 1 .
op_rights info:eu-repo/semantics/openAccess
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