• DocumentCode
    1665431
  • Title

    A time-frequency perceptual feature for classification of marine mammal sounds

  • Author

    Ma, Yuanfeng ; Chen, Kean

  • Author_Institution
    Dept. of Environ. Eng., Northwestern Polytech. Univ., Xi´´an
  • fYear
    2008
  • Firstpage
    2820
  • Lastpage
    2823
  • Abstract
    Marine mammal sounds exhibit distinctive features associated with species, individual identity, and certain behaviors, and automatic recognition of marine mammal become an interesting and important approach for acoustic investigations of free-ranging animals in their natural habitats. The acoustic object classification using auditory perceptually features are a promising approach developed recently, and among the auditory features the loudness is a basic and key one. Thus, calculation of the loudness of marine mammals sound is investigated in this paper. Because marine animal vocalization is dependent strongly on time, traditional auditory model for steady sound cannot be used and thus the focus is on the auditory perception model for transient sounds. Main ideas are firstly to use STFT approach to decompose temporal signal according to maximum power changing with time in frequency domain, then calculate specific loudness in time-frequency domain according to recently revised Moorepsilas model, which is a temporal integration of specific loudness modified by masking characteristics. Finally specific loudness in time-frequency domain is obtained for numbers of vocalizations from two species of baleen whales.
  • Keywords
    Fourier transforms; acoustic signal processing; feature extraction; signal classification; underwater sound; zoology; STFT approach; acoustic object classification; auditory perception model; auditory perceptual feature; free-ranging animal; loudness; marine animal vocalization; marine mammal sound; natural habitat; sound classification; time-frequency domain; time-frequency perceptual feature; transient sound; Acoustical engineering; Educational institutions; Frequency domain analysis; Marine animals; Signal analysis; Steady-state; Timbre; Time frequency analysis; Underwater acoustics; Whales;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing, 2008. ICSP 2008. 9th International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-2178-7
  • Electronic_ISBN
    978-1-4244-2179-4
  • Type

    conf

  • DOI
    10.1109/ICOSP.2008.4697734
  • Filename
    4697734