Title :
Subband seismic data compression: optimization and evaluation
Author :
Lervik, John M. ; Rosten, Tage ; Ramstad, Tor A.
Author_Institution :
Dept. of Telecommun., Norwegian Univ. of Sci. & Technol., Trondheim, Norway
Abstract :
A variable-length subband coder for seismic stack sections is presented. A parallel FIR filter bank is optimized to maximize the coding gain, while securing perfect reconstruction in the absence of quantization, assuming that the correlation properties of stack sections can be modelled by a separable autoregressive process. The entropy coding scheme, based on uniform quantization and dynamic arithmetic coder allocation, is optimized to maximize the rate distortion performance using a memoryless infinite Gaussian mixture distribution model for the subband signals. Comparison to a commercial wavelet based seismic coder shows that the proposed coder performs 30-70% better in terms of bit rate at a given signal-to-noise ratio. A paired comparison test verifies the superiority of the proposed subband coder, showing that the coder provides transparent visual quality at a compression ratio of 90:1
Keywords :
Gaussian distribution; arithmetic codes; autoregressive processes; band-pass filters; correlation methods; data compression; entropy codes; filtering theory; geophysical signal processing; rate distortion theory; seismology; signal reconstruction; variable length codes; autoregressive process; bit rate; coding gain; commercial wavelet based seismic coder; compression ratio; correlation properties; dynamic arithmetic coder allocation; entropy coding; memoryless infinite Gaussian mixture distribution; optimization; paired comparison test; parallel FIR filter bank; perfect reconstruction; rate distortion performance; seismic stack sections; signal to noise ratio; subband seismic data compression; subband signals; transparent visual quality; uniform quantization; variable length subband coder; Arithmetic; Autoregressive processes; Bit rate; Data compression; Entropy coding; Finite impulse response filter; Quantization; Rate-distortion; Signal to noise ratio; Testing;
Conference_Titel :
Digital Signal Processing Workshop Proceedings, 1996., IEEE
Conference_Location :
Loen
Print_ISBN :
0-7803-3629-1
DOI :
10.1109/DSPWS.1996.555461