Acceleration of seismic data processing with wave-packet decomposition using NVidia CUDA
Numerical methods and programming, Tome 18 (2017) no. 3, pp. 293-311
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Seismic data are characterized by multidimensionality, large data sizes, and irregular structures. In this paper we consider an optimal decomposition of seismic data using the basis of Gaussian wave packets. We implemented and optimized a number of fast algorithms for forward and inverse transforms for three-dimensional seismic data decomposition. The algorithms implemented on GPU demonstrate 2-6x speedup compared to 20-core CPUs. The programs were tested on synthetic seismic data sets: data reconstruction by Gaussian wave-packet coefficients, data compression, denoising, and interpolation in the case of missing traces.
Keywords:
CUDA, Gaussian wave packets, CUDA.
Mots-clés : Fourier transform
Mots-clés : Fourier transform
@article{VMP_2017_18_3_a9,
author = {V. V. Nikitin and A. A. Duchkov and F. Andersson},
title = {Acceleration of seismic data processing with wave-packet decomposition using {NVidia} {CUDA}},
journal = {Numerical methods and programming},
pages = {293--311},
publisher = {mathdoc},
volume = {18},
number = {3},
year = {2017},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/VMP_2017_18_3_a9/}
}
TY - JOUR AU - V. V. Nikitin AU - A. A. Duchkov AU - F. Andersson TI - Acceleration of seismic data processing with wave-packet decomposition using NVidia CUDA JO - Numerical methods and programming PY - 2017 SP - 293 EP - 311 VL - 18 IS - 3 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/VMP_2017_18_3_a9/ LA - ru ID - VMP_2017_18_3_a9 ER -
%0 Journal Article %A V. V. Nikitin %A A. A. Duchkov %A F. Andersson %T Acceleration of seismic data processing with wave-packet decomposition using NVidia CUDA %J Numerical methods and programming %D 2017 %P 293-311 %V 18 %N 3 %I mathdoc %U http://geodesic.mathdoc.fr/item/VMP_2017_18_3_a9/ %G ru %F VMP_2017_18_3_a9
V. V. Nikitin; A. A. Duchkov; F. Andersson. Acceleration of seismic data processing with wave-packet decomposition using NVidia CUDA. Numerical methods and programming, Tome 18 (2017) no. 3, pp. 293-311. http://geodesic.mathdoc.fr/item/VMP_2017_18_3_a9/