• DocumentCode
    1594132
  • Title

    Automatic recognition of elephant infrasound calls using formant analysis and Hidden Markov Model

  • Author

    Wijayakulasooriya, Janaka V.

  • Author_Institution
    Dept. of Electr. & Electron. Eng., Univ. of Peradeniya, Peradeniya, Sri Lanka
  • fYear
    2011
  • Firstpage
    244
  • Lastpage
    248
  • Abstract
    A method is proposed for automatic recognition of elephant infrasound calls. It uses Linear Predictive Coding (LPC) for extracting the formants of the elephant rumble. A novel feature extraction technique is proposed to capture the unique features of elephant rumbles. The features are then processed using a two state Hidden Markov Model (HMM) to automatically detect the presence of elephants. The method is tested on pure elephant rumbles as well as field recorded signals containing environmental noise. The results show that the proposed method can be used to successfully detect the presence of elephants even under noisy conditions.
  • Keywords
    acoustic signal processing; feature extraction; hidden Markov models; linear codes; automatic recognition; elephant infrasound calls; elephant rumble; environmental noise; feature extraction technique; formant analysis; hidden Markov model; linear predictive coding; signal recording; Accuracy; Feature extraction; Global Positioning System; Hidden Markov models; Information systems; Spectrogram; Stochastic processes; Elephant Infrasound Call; Formant analysis; Hidden Markov Models; Linear Predictive Codes (LPC);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial and Information Systems (ICIIS), 2011 6th IEEE International Conference on
  • Conference_Location
    Kandy
  • Print_ISBN
    978-1-4577-0032-3
  • Type

    conf

  • DOI
    10.1109/ICIINFS.2011.6038074
  • Filename
    6038074