Title :
Research on Spatially Selective Noise Filtration Based Wavelet Transform
Author :
Jianhong, Yao ; Jicheng, Liu
Author_Institution :
Sch. of Electr. & Inf. Eng., DaQing Pet. Inst., DaQing, China
Abstract :
Around the problem that the wavelet transform modulus maxima de-noising method algorithm has an inferior stability as well as a large number of calculations, another de-noising method based on transmission characteristics of wavelet transform at different scales is discussed-spatially selective noise filtration based on wavelet transform (Spatially Selective Noise Filtration, SNNF). However, in some cases, SSNF algorithm for de-noising has a common effect. This is because the use of mask filter only filters out the noise where the scale value is relatively small, but leaves the noise where the scale value is relatively big. In addition, the noise included in the most low-frequency component is not yet filtered out in the original algorithm. In view of the above factors, the original algorithm is improved and the mean filters of the various scales and the most low-frequency component are carried out prior to wavelet reconstruction. The improved algorithm is applied to the actual seismic signal process,and the results show the effect of the improved SNNF algorithm.
Keywords :
filtering theory; geophysical signal processing; interference suppression; seismology; signal denoising; wavelet transforms; denoising method; inferior stability; mask filter; seismic signal process; spatially selective noise filtration; wavelet reconstruction; wavelet transform; Automation; Filters; Filtration; Iterative algorithms; Low-frequency noise; Noise reduction; Signal processing algorithms; Stability; Wavelet coefficients; Wavelet transforms; Spatially Selective Noise Filtration; noise; seismic signal; wavelet transform;
Conference_Titel :
Intelligent Computation Technology and Automation (ICICTA), 2010 International Conference on
Conference_Location :
Changsha
Print_ISBN :
978-1-4244-7279-6
Electronic_ISBN :
978-1-4244-7280-2
DOI :
10.1109/ICICTA.2010.389