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
Link To Document :
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