JOURNAL ARTICLE
Accurate species classification of Arctic toothed whale echolocation clicks using one-third octave ratios.
Published In: Journal of the Acoustical Society of America, 2024, v. 155, n. 4. P. 2359 1 of 3
Database: Academic Search Ultimate 2 of 3
Authored By: Zahn, Marie J.; Ladegaard, Michael; Simon, Malene; Stafford, Kathleen M.; Sakai, Taiki; Laidre, Kristin L. 3 of 3
Abstract
This article focuses on advancing methods to acoustically distinguish the only two Arctic toothed whales, belugas (Delphinapterus leucas) and narwhals (Monodon monoceros), using echolocation clicks recorded in Northwest Greenland. Analysis of long-term passive acoustic data revealed that beluga clicks have most energy above 30 kHz, while narwhal clicks show a sharp energy increase near 20 kHz, enabling species differentiation through one-third octave level (TOL) ratios between 16–25 kHz and 25–40 kHz bands. Random Forest classification models using these TOL ratios achieved over 99% accuracy in identifying species across different sites, supporting their use in automated acoustic monitoring. The study highlights the potential for these methods to improve long-term monitoring of Arctic odontocetes amid changing environmental and anthropogenic conditions.
Additional Information
- Source:Journal of the Acoustical Society of America. 2024/04, Vol. 155, Issue 4, p2359
- Document Type:Article
- Subject Area:Zoology
- Publication Date:2024
- ISSN:0001-4966
- DOI:10.1121/10.0025460
- Accession Number:177184299
- Copyright Statement:Copyright of Journal of the Acoustical Society of America is the property of American Institute of Physics and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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