• DocumentCode
    705320
  • Title

    HMM based anomalous signal detection from ELF electromagnetic wave signals

  • Author

    Ito, Yoshinao ; Itai, Akitoshi ; Yasukawa, Hiroshi ; Takumi, Ichi ; Hata, Masayasu

  • Author_Institution
    Aichi Prefectural Univ., Nagakute, Japan
  • fYear
    2010
  • fDate
    23-27 Aug. 2010
  • Firstpage
    1861
  • Lastpage
    1864
  • Abstract
    It is known that the detection of a seismic radiation emitted from the earth´s crust is useful for predicting earthquakes. We have been observing the electromagnetic (EM) wave in the Extremely Low Frequency (ELF) band. Various methods have been proposed to detect an anomalous EM radiation from recorded data. In this paper, we propose the anomalous signal detection based on HMM whose input vector is the amplitude density distribution of an EM wave. The amplitude density distribution is calculated from the image of an EM wave data. The optimal scale of an image to calculate an amplitude density distribution is examined with use of a false detection rate. Moreover the optimal number of states of HMM is investigated to achieve an accurate detection.
  • Keywords
    electromagnetic waves; hidden Markov models; signal detection; ELF electromagnetic wave signals; EM wave; HMM based anomalous signal detection; amplitude density distribution; anomalous EM radiation; extremely low frequency band; seismic radiation detection; Earthquakes; Geophysical measurement techniques; Ground penetrating radar; Hidden Markov models; Noise; Signal detection; Training data;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2010 18th European
  • Conference_Location
    Aalborg
  • ISSN
    2219-5491
  • Type

    conf

  • Filename
    7096593