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A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys

Collecting enough data to obtain reasonable abundance estimates of whales is often difficult, particularly when studying rare species. Passive acoustics can be used to detect whale sounds and are increasingly used to estimate whale abundance. Much of the existing effort centres on the use of acousti...

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Autores principales: Peel, David, Miller, Brian S., Kelly, Natalie, Dawson, Steve, Slooten, Elisabeth, Double, Michael C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4020746/
https://www.ncbi.nlm.nih.gov/pubmed/24827919
http://dx.doi.org/10.1371/journal.pone.0095602
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author Peel, David
Miller, Brian S.
Kelly, Natalie
Dawson, Steve
Slooten, Elisabeth
Double, Michael C.
author_facet Peel, David
Miller, Brian S.
Kelly, Natalie
Dawson, Steve
Slooten, Elisabeth
Double, Michael C.
author_sort Peel, David
collection PubMed
description Collecting enough data to obtain reasonable abundance estimates of whales is often difficult, particularly when studying rare species. Passive acoustics can be used to detect whale sounds and are increasingly used to estimate whale abundance. Much of the existing effort centres on the use of acoustics to estimate abundance directly, e.g. analysing detections in a distance sampling framework. Here, we focus on acoustics as a tool incorporated within mark-recapture surveys. In this context, acoustic tools are used to detect and track whales, which are then photographed or biopsied to provide data for mark-recapture analyses. The purpose of incorporating acoustics is to increase the encounter rate beyond using visual searching only. While this general approach is not new, its utility is rarely quantified. This paper predicts the “acoustically-assisted” encounter rate using a discrete-time individual-based simulation of whales and survey vessel. We validate the simulation framework using existing data from studies of sperm whales. We then use the framework to predict potential encounter rates in a study of Antarctic blue whales. We also investigate the effects of a number of the key parameters on encounter rate. Mean encounter rates from the simulation of sperm whales matched well with empirical data. Variance of encounter rate, however, was underestimated. The simulation of Antarctic blue whales found that passive acoustics should provide a 1.7–3.0 fold increase in encounter rate over visual-only methods. Encounter rate was most sensitive to acoustic detection range, followed by vocalisation rate. During survey planning and design, some indication of the relationship between expected sample size and effort is paramount; this simulation framework can be used to predict encounter rates and establish this relationship. For a case in point, the simulation framework indicates unequivocally that real-time acoustic tracking should be considered for quantifying the abundance of Antarctic blue whales via mark-recapture methods.
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spelling pubmed-40207462014-05-21 A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys Peel, David Miller, Brian S. Kelly, Natalie Dawson, Steve Slooten, Elisabeth Double, Michael C. PLoS One Research Article Collecting enough data to obtain reasonable abundance estimates of whales is often difficult, particularly when studying rare species. Passive acoustics can be used to detect whale sounds and are increasingly used to estimate whale abundance. Much of the existing effort centres on the use of acoustics to estimate abundance directly, e.g. analysing detections in a distance sampling framework. Here, we focus on acoustics as a tool incorporated within mark-recapture surveys. In this context, acoustic tools are used to detect and track whales, which are then photographed or biopsied to provide data for mark-recapture analyses. The purpose of incorporating acoustics is to increase the encounter rate beyond using visual searching only. While this general approach is not new, its utility is rarely quantified. This paper predicts the “acoustically-assisted” encounter rate using a discrete-time individual-based simulation of whales and survey vessel. We validate the simulation framework using existing data from studies of sperm whales. We then use the framework to predict potential encounter rates in a study of Antarctic blue whales. We also investigate the effects of a number of the key parameters on encounter rate. Mean encounter rates from the simulation of sperm whales matched well with empirical data. Variance of encounter rate, however, was underestimated. The simulation of Antarctic blue whales found that passive acoustics should provide a 1.7–3.0 fold increase in encounter rate over visual-only methods. Encounter rate was most sensitive to acoustic detection range, followed by vocalisation rate. During survey planning and design, some indication of the relationship between expected sample size and effort is paramount; this simulation framework can be used to predict encounter rates and establish this relationship. For a case in point, the simulation framework indicates unequivocally that real-time acoustic tracking should be considered for quantifying the abundance of Antarctic blue whales via mark-recapture methods. Public Library of Science 2014-05-14 /pmc/articles/PMC4020746/ /pubmed/24827919 http://dx.doi.org/10.1371/journal.pone.0095602 Text en © 2014 Peel et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Peel, David
Miller, Brian S.
Kelly, Natalie
Dawson, Steve
Slooten, Elisabeth
Double, Michael C.
A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys
title A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys
title_full A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys
title_fullStr A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys
title_full_unstemmed A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys
title_short A Simulation Study of Acoustic-Assisted Tracking of Whales for Mark-Recapture Surveys
title_sort simulation study of acoustic-assisted tracking of whales for mark-recapture surveys
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4020746/
https://www.ncbi.nlm.nih.gov/pubmed/24827919
http://dx.doi.org/10.1371/journal.pone.0095602
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