• DocumentCode
    2412681
  • Title

    A system for automatic classification of aircraft flyovers using acoustic data

  • Author

    Sendt, J. ; Pulford, G. ; Yujin Gao ; Maguer, A.

  • Author_Institution
    Thales Underwater Syst. P/L, Rydalmere, NSW, Australia
  • fYear
    2002
  • fDate
    11-13 Feb. 2002
  • Firstpage
    169
  • Lastpage
    174
  • Abstract
    An overview of a system for the automatic classification of aircraft from flyover data is presented. The system is passive, utilising acoustic sensors to measure both broadband and narrowband energy. Aspects of the system architecture, sensor design and signal processing are covered. The processing is divided into three streams: broadband, narrowband and cepstrum. Each processing stream is capable of extracting flight parameter estimates from the acoustic data. Broadband estimation is based on the time-delay cross correlation of signals from multiple sensors. Narrowband estimation makes use of the spectrogram of the data to extract frequency lines produced by the aircraft and subject to the acoustical Doppler effect. Cepstrum processing tracks the primary rahmonic in the cepstrogram due to multipath interference. A novel hidden Markov model tracking technique is applied to form tracks on the noisy spectrogram and cepstrogram data. Examples of real data processing and flight parameter estimates for classification are given.
  • Keywords
    Doppler effect; acoustic signal processing; aircraft; correlation methods; delays; object recognition; parameter estimation; pattern recognition; spectral analysis; acoustic data; acoustic sensors; acoustical Doppler effect; aircraft flyover classification; automatic classification; broadband energy measurement; broadband estimation; cepstrum processing; frequency line extraction; hidden Markov model tracking technique; multipath interference; multiple sensors; narrowband energy measurement; narrowband estimation; primary rahmonic; sensor design; signal processing; spectrogram; system architecture; time-delay cross correlation; Acoustic measurements; Acoustic sensors; Aircraft; Cepstrum; Data mining; Energy measurement; Frequency estimation; Narrowband; Parameter estimation; Spectrogram;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information, Decision and Control, 2002. Final Program and Abstracts
  • Conference_Location
    Adelaide, SA, Australia
  • Print_ISBN
    0-7803-7270-0
  • Type

    conf

  • DOI
    10.1109/IDC.2002.995387
  • Filename
    995387