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
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;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4244-9565-8
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2010.5652032