Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones
Estimation of cetacean abundance or density using visual methods can be cost-ineffective under many scenarios. Methods based on acoustic data have recently been proposed as an alternative, and could potentially be more effective for visually elusive species that produce loud sounds. Motivated by a d...
Published in: | Journal of Ornithology |
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2012
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Online Access: | https://research-portal.st-andrews.ac.uk/en/researchoutput/spatially-explicit-capturerecapture-methods-to-estimate-minke-whale-density-from-data-collected-at-bottommounted-hydrophones(edcad651-3c11-4daf-a0ee-a14e4be06943).html https://doi.org/10.1007/s10336-010-0535-7 |
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ftunstandrewcris:oai:research-portal.st-andrews.ac.uk:publications/edcad651-3c11-4daf-a0ee-a14e4be06943 2024-06-23T07:51:31+00:00 Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones Marques, Tiago Andre Lamas Oliveira Thomas, Len Martin, Stephen Mellinger, David Jarvis, Susan Morrissey, Ronald Ciminello, Carol-Anne DiMarzio, Nancy 2012-02-01 https://research-portal.st-andrews.ac.uk/en/researchoutput/spatially-explicit-capturerecapture-methods-to-estimate-minke-whale-density-from-data-collected-at-bottommounted-hydrophones(edcad651-3c11-4daf-a0ee-a14e4be06943).html https://doi.org/10.1007/s10336-010-0535-7 eng eng https://research-portal.st-andrews.ac.uk/en/researchoutput/spatially-explicit-capturerecapture-methods-to-estimate-minke-whale-density-from-data-collected-at-bottommounted-hydrophones(edcad651-3c11-4daf-a0ee-a14e4be06943).html info:eu-repo/semantics/restrictedAccess Marques , T A L O , Thomas , L , Martin , S , Mellinger , D , Jarvis , S , Morrissey , R , Ciminello , C-A & DiMarzio , N 2012 , ' Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones ' , Journal of Ornithology , vol. 152 , no. Supp 2 , pp. 445-455 . https://doi.org/10.1007/s10336-010-0535-7 article 2012 ftunstandrewcris https://doi.org/10.1007/s10336-010-0535-7 2024-06-13T00:30:24Z Estimation of cetacean abundance or density using visual methods can be cost-ineffective under many scenarios. Methods based on acoustic data have recently been proposed as an alternative, and could potentially be more effective for visually elusive species that produce loud sounds. Motivated by a dataset of minke whale (Balaenoptera acutorostrata) “boing” sounds detected at multiple hydrophones at the U.S. Navy’s Pacific Missile Range Facility (PMRF), we present an approach to estimate density or abundance based on spatially explicit capture–recapture (SECR) methods. We implement the proposed methods in both a likelihood and a Bayesian framework. The point estimates for abundance and detection parameters from both implementation methods are very similar and agree well with current knowledge about the species. The two implementation approaches are compared in a small simulation study. While the Bayesian approach might be easier to generalize, the likelihood approach is faster to implement (at least in simple cases like the one presented here) and more readily amenable to model selection. SECR methods seem to be a strong candidate for estimating density from acoustic data where recaptures of sound at multiple acoustic sensors are available, and we anticipate further development of related methodologies. Article in Journal/Newspaper Balaenoptera acutorostrata minke whale University of St Andrews: Research Portal Pacific Journal of Ornithology 152 S2 445 455 |
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Open Polar |
collection |
University of St Andrews: Research Portal |
op_collection_id |
ftunstandrewcris |
language |
English |
description |
Estimation of cetacean abundance or density using visual methods can be cost-ineffective under many scenarios. Methods based on acoustic data have recently been proposed as an alternative, and could potentially be more effective for visually elusive species that produce loud sounds. Motivated by a dataset of minke whale (Balaenoptera acutorostrata) “boing” sounds detected at multiple hydrophones at the U.S. Navy’s Pacific Missile Range Facility (PMRF), we present an approach to estimate density or abundance based on spatially explicit capture–recapture (SECR) methods. We implement the proposed methods in both a likelihood and a Bayesian framework. The point estimates for abundance and detection parameters from both implementation methods are very similar and agree well with current knowledge about the species. The two implementation approaches are compared in a small simulation study. While the Bayesian approach might be easier to generalize, the likelihood approach is faster to implement (at least in simple cases like the one presented here) and more readily amenable to model selection. SECR methods seem to be a strong candidate for estimating density from acoustic data where recaptures of sound at multiple acoustic sensors are available, and we anticipate further development of related methodologies. |
format |
Article in Journal/Newspaper |
author |
Marques, Tiago Andre Lamas Oliveira Thomas, Len Martin, Stephen Mellinger, David Jarvis, Susan Morrissey, Ronald Ciminello, Carol-Anne DiMarzio, Nancy |
spellingShingle |
Marques, Tiago Andre Lamas Oliveira Thomas, Len Martin, Stephen Mellinger, David Jarvis, Susan Morrissey, Ronald Ciminello, Carol-Anne DiMarzio, Nancy Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones |
author_facet |
Marques, Tiago Andre Lamas Oliveira Thomas, Len Martin, Stephen Mellinger, David Jarvis, Susan Morrissey, Ronald Ciminello, Carol-Anne DiMarzio, Nancy |
author_sort |
Marques, Tiago Andre Lamas Oliveira |
title |
Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones |
title_short |
Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones |
title_full |
Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones |
title_fullStr |
Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones |
title_full_unstemmed |
Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones |
title_sort |
spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones |
publishDate |
2012 |
url |
https://research-portal.st-andrews.ac.uk/en/researchoutput/spatially-explicit-capturerecapture-methods-to-estimate-minke-whale-density-from-data-collected-at-bottommounted-hydrophones(edcad651-3c11-4daf-a0ee-a14e4be06943).html https://doi.org/10.1007/s10336-010-0535-7 |
geographic |
Pacific |
geographic_facet |
Pacific |
genre |
Balaenoptera acutorostrata minke whale |
genre_facet |
Balaenoptera acutorostrata minke whale |
op_source |
Marques , T A L O , Thomas , L , Martin , S , Mellinger , D , Jarvis , S , Morrissey , R , Ciminello , C-A & DiMarzio , N 2012 , ' Spatially explicit capture-recapture methods to estimate minke whale density from data collected at bottom-mounted hydrophones ' , Journal of Ornithology , vol. 152 , no. Supp 2 , pp. 445-455 . https://doi.org/10.1007/s10336-010-0535-7 |
op_relation |
https://research-portal.st-andrews.ac.uk/en/researchoutput/spatially-explicit-capturerecapture-methods-to-estimate-minke-whale-density-from-data-collected-at-bottommounted-hydrophones(edcad651-3c11-4daf-a0ee-a14e4be06943).html |
op_rights |
info:eu-repo/semantics/restrictedAccess |
op_doi |
https://doi.org/10.1007/s10336-010-0535-7 |
container_title |
Journal of Ornithology |
container_volume |
152 |
container_issue |
S2 |
container_start_page |
445 |
op_container_end_page |
455 |
_version_ |
1802642631728037888 |