DocumentCode
3343410
Title
A new differential evolution algorithm with Cooperative Coevolutionary selection operator for waveform inversion
Author
Wang, Chao ; Gao, Jinghuai
Author_Institution
Inst. of Wave & Inf., Xi´´an Jiaotong Univ., Xi´´an, China
fYear
2010
fDate
25-30 July 2010
Firstpage
688
Lastpage
690
Abstract
In this paper, we propose an improved differential evolution (DE) for seismic waveform inversion. In the selection step, we decompose the individual into some subcomponents with the decomposition strategy of Cooperative Coevolution, and a local fitness function is assigned to each subcomponent. Then a mid offspring is selected one subcomponent by one subcomponent according to the local fitness value. Considering the interdependence among subcomponents, coevolution is needed, the final offspring is still selected according to the global fitness values of the parent individual and the mid offspring. In addition, the probability concept of the selection operator of SA is incorporated into the selection operator of DE.
Keywords
evolutionary computation; geophysical techniques; probability; cooperative coevolutionary selection operator; decomposition strategy; differential evolution algorithm; local fitness function; probability concept; seismic waveform inversion; Algorithm design and analysis; Computational modeling; Data models; Earth; Optimization methods; Programming; Local fitness; cooperative coevolution; decomposition; high-dimensional;
fLanguage
English
Publisher
ieee
Conference_Titel
Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
Conference_Location
Honolulu, HI
ISSN
2153-6996
Print_ISBN
978-1-4244-9565-8
Electronic_ISBN
2153-6996
Type
conf
DOI
10.1109/IGARSS.2010.5652032
Filename
5652032
Link To Document