Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios

Passive acoustic monitoring has been an effective tool to study cetaceans in remote regions of the Arctic. Here, we advance methods to acoustically identify the only two Arctic toothed whales, the beluga (Delphinapterus leucas) and narwhal (Monodon monoceros), using echolocation clicks. Long-term ac...

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Published in:The Journal of the Acoustical Society of America
Main Authors: Zahn, Marie J, Ladegaard, Michael, Simon, Malene, Stafford, Kathleen M, Sakai, Taiki, Laidre, Kristin L
Format: Article in Journal/Newspaper
Language:English
Published: 2024
Subjects:
Online Access:https://pure.au.dk/portal/en/publications/40b1e80e-713e-47de-a76e-c612c78bcb5d
https://doi.org/10.1121/10.0025460
http://www.scopus.com/inward/record.url?scp=85189769065&partnerID=8YFLogxK
id ftuniaarhuspubl:oai:pure.atira.dk:publications/40b1e80e-713e-47de-a76e-c612c78bcb5d
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spelling ftuniaarhuspubl:oai:pure.atira.dk:publications/40b1e80e-713e-47de-a76e-c612c78bcb5d 2024-09-09T19:15:22+00:00 Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios Zahn, Marie J Ladegaard, Michael Simon, Malene Stafford, Kathleen M Sakai, Taiki Laidre, Kristin L 2024-04 https://pure.au.dk/portal/en/publications/40b1e80e-713e-47de-a76e-c612c78bcb5d https://doi.org/10.1121/10.0025460 http://www.scopus.com/inward/record.url?scp=85189769065&partnerID=8YFLogxK eng eng https://pure.au.dk/portal/en/publications/40b1e80e-713e-47de-a76e-c612c78bcb5d info:eu-repo/semantics/restrictedAccess Zahn , M J , Ladegaard , M , Simon , M , Stafford , K M , Sakai , T & Laidre , K L 2024 , ' Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios ' , The Journal of the Acoustical Society of America , vol. 155 , no. 4 , pp. 2359-2370 . https://doi.org/10.1121/10.0025460 Acoustics Animals Echolocation Whales article 2024 ftuniaarhuspubl https://doi.org/10.1121/10.0025460 2024-06-18T14:30:03Z Passive acoustic monitoring has been an effective tool to study cetaceans in remote regions of the Arctic. Here, we advance methods to acoustically identify the only two Arctic toothed whales, the beluga (Delphinapterus leucas) and narwhal (Monodon monoceros), using echolocation clicks. Long-term acoustic recordings collected from moorings in Northwest Greenland were analyzed. Beluga and narwhal echolocation signals were distinguishable using spectrograms where beluga clicks had most energy >30 kHz and narwhal clicks had a sharp lower frequency limit near 20 kHz. Changes in one-third octave levels (TOL) between two pairs of one-third octave bands were compared from over one million click spectra. Narwhal clicks had a steep increase between the 16 and 25 kHz TOL bands that was absent in beluga click spectra. Conversely, beluga clicks had a steep increase between the 25 and 40 kHz TOL bands that was absent in narwhal click spectra. Random Forest classification models built using the 16 to 25 kHz and 25 to 40 kHz TOL ratios accurately predicted the species identity of 100% of acoustic events. Our findings support the use of echolocation TOL ratios in future automated click classifiers for acoustic monitoring of Arctic toothed whales and potentially for other odontocete species. Article in Journal/Newspaper Arctic Arctic Beluga Beluga* Delphinapterus leucas Greenland Monodon monoceros narwhal* toothed whale toothed whales Aarhus University: Research Arctic Greenland The Journal of the Acoustical Society of America 155 4 2359 2370
institution Open Polar
collection Aarhus University: Research
op_collection_id ftuniaarhuspubl
language English
topic Acoustics
Animals
Echolocation
Whales
spellingShingle Acoustics
Animals
Echolocation
Whales
Zahn, Marie J
Ladegaard, Michael
Simon, Malene
Stafford, Kathleen M
Sakai, Taiki
Laidre, Kristin L
Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios
topic_facet Acoustics
Animals
Echolocation
Whales
description Passive acoustic monitoring has been an effective tool to study cetaceans in remote regions of the Arctic. Here, we advance methods to acoustically identify the only two Arctic toothed whales, the beluga (Delphinapterus leucas) and narwhal (Monodon monoceros), using echolocation clicks. Long-term acoustic recordings collected from moorings in Northwest Greenland were analyzed. Beluga and narwhal echolocation signals were distinguishable using spectrograms where beluga clicks had most energy >30 kHz and narwhal clicks had a sharp lower frequency limit near 20 kHz. Changes in one-third octave levels (TOL) between two pairs of one-third octave bands were compared from over one million click spectra. Narwhal clicks had a steep increase between the 16 and 25 kHz TOL bands that was absent in beluga click spectra. Conversely, beluga clicks had a steep increase between the 25 and 40 kHz TOL bands that was absent in narwhal click spectra. Random Forest classification models built using the 16 to 25 kHz and 25 to 40 kHz TOL ratios accurately predicted the species identity of 100% of acoustic events. Our findings support the use of echolocation TOL ratios in future automated click classifiers for acoustic monitoring of Arctic toothed whales and potentially for other odontocete species.
format Article in Journal/Newspaper
author Zahn, Marie J
Ladegaard, Michael
Simon, Malene
Stafford, Kathleen M
Sakai, Taiki
Laidre, Kristin L
author_facet Zahn, Marie J
Ladegaard, Michael
Simon, Malene
Stafford, Kathleen M
Sakai, Taiki
Laidre, Kristin L
author_sort Zahn, Marie J
title Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios
title_short Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios
title_full Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios
title_fullStr Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios
title_full_unstemmed Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios
title_sort accurate species classification of arctic toothed whale echolocation clicks using one-third octave ratios
publishDate 2024
url https://pure.au.dk/portal/en/publications/40b1e80e-713e-47de-a76e-c612c78bcb5d
https://doi.org/10.1121/10.0025460
http://www.scopus.com/inward/record.url?scp=85189769065&partnerID=8YFLogxK
geographic Arctic
Greenland
geographic_facet Arctic
Greenland
genre Arctic
Arctic
Beluga
Beluga*
Delphinapterus leucas
Greenland
Monodon monoceros
narwhal*
toothed whale
toothed whales
genre_facet Arctic
Arctic
Beluga
Beluga*
Delphinapterus leucas
Greenland
Monodon monoceros
narwhal*
toothed whale
toothed whales
op_source Zahn , M J , Ladegaard , M , Simon , M , Stafford , K M , Sakai , T & Laidre , K L 2024 , ' Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios ' , The Journal of the Acoustical Society of America , vol. 155 , no. 4 , pp. 2359-2370 . https://doi.org/10.1121/10.0025460
op_relation https://pure.au.dk/portal/en/publications/40b1e80e-713e-47de-a76e-c612c78bcb5d
op_rights info:eu-repo/semantics/restrictedAccess
op_doi https://doi.org/10.1121/10.0025460
container_title The Journal of the Acoustical Society of America
container_volume 155
container_issue 4
container_start_page 2359
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