• DocumentCode
    2952290
  • Title

    A wavelet transform frequency classifier for stochastic transient signals

  • Author

    Garcia, Francisco M ; Lourtie, Isabel M G

  • Author_Institution
    Inst. de Sistemas e Robotica, Inst. Superior Tecnico, Lisbon, Portugal
  • Volume
    6
  • fYear
    1996
  • fDate
    7-10 May 1996
  • Firstpage
    3057
  • Abstract
    The paper presents a wavelet transform based frequency classifier for stochastic bandpass transient signals. Using compactly supported bases of wavelets, continuous nonstationary bandpass processes can be described by reduced dimension discrete time signal representations. We develop an optimization procedure to adapt both the sampling frequency and the discrete time wavelet filters to the continuous classes of signals involved. When compared to the classical Bayesian structures, the proposed receiver strongly reduces the required computational load. The receiver performance is accessed by Monte Carlo simulation, the probabilities of detection for each signal class, and the probability of false alarm, being computed
  • Keywords
    Monte Carlo methods; discrete time systems; filtering theory; optimisation; probability; receivers; signal detection; signal representation; signal sampling; transient analysis; wavelet transforms; Bayesian structures; Monte Carlo simulation; compactly supported bases; computational load reduction; continuous nonstationary bandpass processes; continuous signal class; detection probability; discrete time signal representations; discrete time wavelet filters; false alarm probability; optimization procedure; receiver performance; sampling frequency; signal detection; stochastic bandpass transient signals; wavelet transform frequency classifier; Band pass filters; Bayesian methods; Continuous wavelet transforms; Discrete wavelet transforms; Frequency; Signal detection; Signal representations; Signal sampling; Stochastic processes; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
  • Conference_Location
    Atlanta, GA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-3192-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.1996.550521
  • Filename
    550521