Title :
Denoising of seismic signals with oversampled filter banks
Author :
Duval, Laurent ; Tanaka, Toshihisa
Author_Institution :
Technol. Dept., Inst. Francais du Petrole, Rueil-Malmaison, France
Abstract :
In several applications such as denoising, when signal expansion is not crucial, oversampled filter banks may outperform critically decimated filter banks. We study the performance of the recently proposed GLPBT (Generalized Lapped Pseudo-Biorthogonal Transform), a class of oversampled filter banks, on noise removal in seismic data, using controlled redundancy. We also investigate heuristics for the choice of an optimal threshold, which appears to depend non-trivially on the noise variance. Tests indicate that carefully designed oversampled filter banks are able to outperform critically sampled ones.
Keywords :
channel bank filters; geophysical signal processing; optimisation; redundancy; seismology; signal denoising; signal sampling; transforms; GLPBT; Generalized Lapped Pseudo-Biorthogonal Transform; controlled redundancy; noise variance; optimal threshold; oversampled filter banks; performance; seismic signal denoising; Channel bank filters; Data compression; Filter bank; Frequency; Noise reduction; Noise robustness; Signal processing; Signal representations; Testing; Wavelet transforms;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1201650