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...

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Published in:Journal of Ornithology
Main Authors: Marques, Tiago Andre Lamas Oliveira, Thomas, Len, Martin, Stephen, Mellinger, David, Jarvis, Susan, Morrissey, Ronald, Ciminello, Carol-Anne, DiMarzio, Nancy
Format: Article in Journal/Newspaper
Language:English
Published: 2012
Subjects:
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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spelling 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
institution 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
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