Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling

We explore the utility of estimating the density of calls of baleen whales for better understanding acoustic trends over time. We consider as a case study stereotyped ‘song’ calls of Antarctic blue whales (Balaenoptera musculus intermedia) on their Antarctic feeding grounds over the course of a year...

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Published in:Frontiers in Marine Science
Main Authors: Franciele R. de Castro, Danielle V. Harris, Susannah J. Buchan, Naysa Balcazar, Brian S. Miller
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2024
Subjects:
Q
Online Access:https://doi.org/10.3389/fmars.2024.1406678
https://doaj.org/article/0d9e2e9427d94bed87a727fb11da8c19
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spelling ftdoajarticles:oai:doaj.org/article:0d9e2e9427d94bed87a727fb11da8c19 2024-10-06T13:44:16+00:00 Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling Franciele R. de Castro Danielle V. Harris Susannah J. Buchan Naysa Balcazar Brian S. Miller 2024-09-01T00:00:00Z https://doi.org/10.3389/fmars.2024.1406678 https://doaj.org/article/0d9e2e9427d94bed87a727fb11da8c19 EN eng Frontiers Media S.A. https://www.frontiersin.org/articles/10.3389/fmars.2024.1406678/full https://doaj.org/toc/2296-7745 2296-7745 doi:10.3389/fmars.2024.1406678 https://doaj.org/article/0d9e2e9427d94bed87a727fb11da8c19 Frontiers in Marine Science, Vol 11 (2024) acoustic propagation modelling Antarctic Southern Ocean Antarctic blue whale single hydrophone call density Science Q General. Including nature conservation geographical distribution QH1-199.5 article 2024 ftdoajarticles https://doi.org/10.3389/fmars.2024.1406678 2024-09-17T16:00:48Z We explore the utility of estimating the density of calls of baleen whales for better understanding acoustic trends over time. We consider as a case study stereotyped ‘song’ calls of Antarctic blue whales (Balaenoptera musculus intermedia) on their Antarctic feeding grounds over the course of a year-long, continuous recording from 2014. The recording was made in the Southern Ocean from a deep-water autonomous hydrophone moored near the seafloor in the Eastern Indian sector of the Antarctic. We estimated call density seasonally via a Monte-Carlo simulation based on the passive sonar equation, and compared our estimates to seasonal estimates of detection rate, which are commonly reported in acoustic studies of Antarctic blue whales. The resulting seasonal call densities at our Antarctic site were strongly influenced by seasonally varying noise levels, which in turn yielded seasonal differences in detection range. Incorporating the seasonal estimates of detection area into our analysis revealed a pattern of call densities in accord with historic (non-acoustic) knowledge of Antarctic blue whale seasonal distribution and migrations, a pattern that differed from seasonal detection rates. Furthermore, our methods for estimating call densities produced results that were more statistically robust for comparison across sites and time and more meaningful for interpretation of biological trends compared to detection rates alone. These advantages came at the cost of a more complex analysis that accounts for the large variability in detection range of different sounds that occur in Antarctic waters, and also accounts for the performance and biases introduced by automated algorithms to detect sounds. Despite the additional analytical complexities, broader usage of call densities, instead of detection rates, has the potential to yield a standardized, statistically robust, biologically informative, global investigation of acoustic trends in baleen whale sounds recorded on single hydrophones, especially in the remote and ... Article in Journal/Newspaper Antarc* Antarctic Balaenoptera musculus baleen whale baleen whales Blue whale Southern Ocean Directory of Open Access Journals: DOAJ Articles Antarctic Indian Southern Ocean The Antarctic Frontiers in Marine Science 11
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic acoustic propagation modelling
Antarctic
Southern Ocean
Antarctic blue whale
single hydrophone
call density
Science
Q
General. Including nature conservation
geographical distribution
QH1-199.5
spellingShingle acoustic propagation modelling
Antarctic
Southern Ocean
Antarctic blue whale
single hydrophone
call density
Science
Q
General. Including nature conservation
geographical distribution
QH1-199.5
Franciele R. de Castro
Danielle V. Harris
Susannah J. Buchan
Naysa Balcazar
Brian S. Miller
Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
topic_facet acoustic propagation modelling
Antarctic
Southern Ocean
Antarctic blue whale
single hydrophone
call density
Science
Q
General. Including nature conservation
geographical distribution
QH1-199.5
description We explore the utility of estimating the density of calls of baleen whales for better understanding acoustic trends over time. We consider as a case study stereotyped ‘song’ calls of Antarctic blue whales (Balaenoptera musculus intermedia) on their Antarctic feeding grounds over the course of a year-long, continuous recording from 2014. The recording was made in the Southern Ocean from a deep-water autonomous hydrophone moored near the seafloor in the Eastern Indian sector of the Antarctic. We estimated call density seasonally via a Monte-Carlo simulation based on the passive sonar equation, and compared our estimates to seasonal estimates of detection rate, which are commonly reported in acoustic studies of Antarctic blue whales. The resulting seasonal call densities at our Antarctic site were strongly influenced by seasonally varying noise levels, which in turn yielded seasonal differences in detection range. Incorporating the seasonal estimates of detection area into our analysis revealed a pattern of call densities in accord with historic (non-acoustic) knowledge of Antarctic blue whale seasonal distribution and migrations, a pattern that differed from seasonal detection rates. Furthermore, our methods for estimating call densities produced results that were more statistically robust for comparison across sites and time and more meaningful for interpretation of biological trends compared to detection rates alone. These advantages came at the cost of a more complex analysis that accounts for the large variability in detection range of different sounds that occur in Antarctic waters, and also accounts for the performance and biases introduced by automated algorithms to detect sounds. Despite the additional analytical complexities, broader usage of call densities, instead of detection rates, has the potential to yield a standardized, statistically robust, biologically informative, global investigation of acoustic trends in baleen whale sounds recorded on single hydrophones, especially in the remote and ...
format Article in Journal/Newspaper
author Franciele R. de Castro
Danielle V. Harris
Susannah J. Buchan
Naysa Balcazar
Brian S. Miller
author_facet Franciele R. de Castro
Danielle V. Harris
Susannah J. Buchan
Naysa Balcazar
Brian S. Miller
author_sort Franciele R. de Castro
title Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_short Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_full Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_fullStr Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_full_unstemmed Beyond counting calls: estimating detection probability for Antarctic blue whales reveals biological trends in seasonal calling
title_sort beyond counting calls: estimating detection probability for antarctic blue whales reveals biological trends in seasonal calling
publisher Frontiers Media S.A.
publishDate 2024
url https://doi.org/10.3389/fmars.2024.1406678
https://doaj.org/article/0d9e2e9427d94bed87a727fb11da8c19
geographic Antarctic
Indian
Southern Ocean
The Antarctic
geographic_facet Antarctic
Indian
Southern Ocean
The Antarctic
genre Antarc*
Antarctic
Balaenoptera musculus
baleen whale
baleen whales
Blue whale
Southern Ocean
genre_facet Antarc*
Antarctic
Balaenoptera musculus
baleen whale
baleen whales
Blue whale
Southern Ocean
op_source Frontiers in Marine Science, Vol 11 (2024)
op_relation https://www.frontiersin.org/articles/10.3389/fmars.2024.1406678/full
https://doaj.org/toc/2296-7745
2296-7745
doi:10.3389/fmars.2024.1406678
https://doaj.org/article/0d9e2e9427d94bed87a727fb11da8c19
op_doi https://doi.org/10.3389/fmars.2024.1406678
container_title Frontiers in Marine Science
container_volume 11
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