DocumentCode :
588723
Title :
Seismic Wavelet Estimation Based on Adaptive Chaotic Embedded Particle Swarm Optimization Algorithm
Author :
Yongshou Dai ; Yuqin Wei ; Jian Chen ; Yanan Zhang ; Jinjie Ding
Author_Institution :
China Univ. of Pet. (East of China) Qing Dao, Qing Dao, China
Volume :
2
fYear :
2012
fDate :
28-29 Oct. 2012
Firstpage :
57
Lastpage :
60
Abstract :
Cumulants matching method for seismic wavelet extraction is ultimately a multi-parameters, multi-extremes nonlinear functional optimization process. in this paper, a novel improved PSO algorithm (Adaptive Chaotic Embedded Particle Swarm Optimization, ACEPSO) has been proposed to be applied in wavelet parameters estimation. ACEPSO embeds chaotic variables in standard particle swarm optimization algorithm, and adjusts parameters nonlinearly and adaptively. It also estimates particles whether being focusing or discrete by judging the population fitness variance of particle swarm and average distance amongst points, then chaotic researching is applied to escaping from premature convergence. Simulation experimental results in wavelet extraction of synthetic seismogram and real seismic records show that this algorithm has high precision, good applicability and stability in seismic wavelet estimation.
Keywords :
chaos; geophysical signal processing; geophysical techniques; higher order statistics; particle swarm optimisation; seismic waves; wavelet transforms; PSO algorithm; adaptive chaotic embedded particle swarm optimization algorithm; chaotic researching; chaotic variables; cumulant matching method; multiparameter multiextreme nonlinear functional optimization process; population fitness variance; premature convergence; real seismic records; seismic wavelet estimation; seismic wavelet extraction; standard particle swarm optimization algorithm; synthetic seismogram; wavelet parameter estimation; Algorithm design and analysis; Autoregressive processes; Data models; Estimation; Mathematical model; Parameter estimation; Particle swarm optimization; chaos; cumulant matching; particle swarm optimization; wavelet estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Design (ISCID), 2012 Fifth International Symposium on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4673-2646-9
Type :
conf
DOI :
10.1109/ISCID.2012.166
Filename :
6405565
Link To Document :
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