Title :
Identification and removal of man-made transients from geomagnetic array time series: a wavelet transform based approach
Author :
Liu, Thomas T. ; Fraser-Smith, Antony C.
Author_Institution :
Space, Telecommun. & Radiosci. Lab., Stanford Univ., CA, USA
Abstract :
We address the problem of identifying and removing man-made transients from geomagnetic time series acquired with an array of magnetometers. We model the transients as scaling functions of unknown scales, amplitudes, and delays. We then use an undecimated discrete wavelet transform to identify the transients in the presence of the natural 1/f geomagnetic background. The identification criteria incorporate the temporal and spatial characteristics of the transients. Using maximum likelihood estimates of the transient parameters, we subtract the detected scaling functions from the original time series. The efficacy of the method is demonstrated with experimental data.
Keywords :
array signal processing; discrete wavelet transforms; electromagnetic interference; geomagnetic variations; geophysical signal processing; identification; interference suppression; magnetometers; maximum likelihood estimation; signal detection; time series; transient analysis; amplitudes; delays; experimental data; geomagnetic array time series; magnetometers array; man-made transients identification; man-made transients removal; maximum likelihood estimates; natural 1/f geomagnetic background; scales; scaling functions; temporal characteristics; transient detection; transient parameters; undecimated discrete wavelet transform; Brain modeling; Delay effects; Discrete wavelet transforms; Earthquakes; Geomagnetism; Interference; Noise level; Propagation delay; Shape; Testing;
Conference_Titel :
Signals, Systems & Computers, 1998. Conference Record of the Thirty-Second Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-5148-7
DOI :
10.1109/ACSSC.1998.751548