Title :
GPU-Based HHT Algorithm for Large Seismic Data
Author :
Xie, Kai ; Yu, WenMao ; Yu, HuoQuan ; Wu, Peng ; Li, Tao ; Peng, MinFang
Author_Institution :
Sch. of Electron. Inf., Yangtze River Univ., Jingzhou, China
Abstract :
In order to distinguish and validate the characteristic of original seismic profile or interface of lithology, an improved Hilbert-Huang algorithm is presented in this letter, it decomposes the signal into a finite set of empirical mode component, and then Hilbert spectrum analyses for decomposed component. We use GPU for the parallel processing of massive seismic data, it greatly improved the processing speed. In this letter, we test our method by four sets of seismic data, the experiment results show GPU-based method is about 4 times faster than CPU-based method.
Keywords :
Hilbert transforms; computer graphic equipment; computer graphics; coprocessors; geophysics computing; parallel processing; seismology; GPU-based HHT algorithm; Hilbert spectrum analysis; Hilbert-Huang algorithm; empirical mode component; graphical processing unit; lithology; seismic profile; Algorithm design and analysis; Computer architecture; Graphics processing unit; Instruction sets; Parallel processing; Pipelines; Transforms; Graphical Processing Unit; HHT; Parallel Computing; Seismic data;
Conference_Titel :
Intelligence Science and Information Engineering (ISIE), 2011 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4577-0960-9
Electronic_ISBN :
978-0-7695-4480-9
DOI :
10.1109/ISIE.2011.33