JOURNAL ARTICLE

Automated extraction of baleen whale calls based on the pseudo-Wigner–Ville distribution.

  • Published In: Journal of the Acoustical Society of America, 2023, v. 153, n. 3. P. 1564 1 of 3

  • Database: Academic Search Ultimate 2 of 3

  • Authored By: Pu, Wangyi; Liu, Songzuo; Qing, Xin; Qiao, Gang; Mazhar, Suleman; Ma, Tianlong 3 of 3

Abstract

This article focuses on an automated method for extracting the time–frequency (TF) contours of low-frequency baleen whale calls using a pseudo-Wigner–Ville distribution (PWVD)-based spectrogram. To address challenges posed by the PWVD’s cross terms, the method incorporates an adaptive threshold in preprocessing, a modified Gaussian mixture probability hypothesis density filter with hybrid tracking (GM-PHD-H) to handle model mismatches, and post-processing steps to remove artificial contours and reconstruct split contours. Simulations and experiments on real acoustic recordings of humpback, bowhead, and blue whales demonstrated that the method achieves high TF resolution with an overall recall of 75% and precision of 78.5%, effectively extracting main call components despite noise and interference. The GM-PHD-H filter, combining Kalman and unbiased finite impulse response (UFIR) tracking cores, improves contour extraction accuracy under clutter and model mismatch conditions, though at increased computational cost.

Additional Information

  • Source:Journal of the Acoustical Society of America. 2023/03, Vol. 153, Issue 3, p1564
  • Document Type:Article
  • Subject Area:Zoology
  • Publication Date:2023
  • ISSN:0001-4966
  • DOI:10.1121/10.0017457
  • Accession Number:162857343
  • 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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