• DocumentCode
    3352700
  • Title

    A study on anomalous signal detection using HMM for ELF electromagnetic wave

  • Author

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

  • Author_Institution
    Aichi Prefectural Univ., Nagakute, Japan
  • fYear
    2010
  • fDate
    25-30 July 2010
  • Firstpage
    1601
  • Lastpage
    1604
  • Abstract
    A seismic radiation emitted from the earth´s crust is useful for predicting earthquakes. The electromagnetic (EM) wave in the Extremely Low Frequency (ELF) band have been observed at many places in Japan. In this paper, we propose the anomalous signal detection method 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 and the optimal number of states of HMM are investigated to achieve an accurate detection.
  • Keywords
    earthquakes; electromagnetic wave propagation; hidden Markov models; signal detection; ELF electromagnetic wave; HMM; amplitude density distribution; anomalous signal detection; earthquakes; extremely low frequency band; Earthquakes; Electromagnetic scattering; Geophysical measurement techniques; Ground penetrating radar; Hidden Markov models; Noise; Training data; amplitude density distribution; electromagnetic wave; extremely low frequency band; hidden markov model;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
  • Conference_Location
    Honolulu, HI
  • ISSN
    2153-6996
  • Print_ISBN
    978-1-4244-9565-8
  • Electronic_ISBN
    2153-6996
  • Type

    conf

  • DOI
    10.1109/IGARSS.2010.5652622
  • Filename
    5652622