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A two-step optimization strategy for s-wave velocity structure inversion
Shi Li-Jing1,2; Tao Xia-Xin1,3; Zhao Ji-Sheng1; Lu Jian-Bo1
刊名Chinese journal of geophysics-chinese edition
2009-08-01
卷号52期号:8页码:2105-2112
关键词S-wave velocity structure Genetic algorithm Immune heuristic Simulated annealing algorithm
ISSN号0001-5733
DOI10.3969/j.issn.0001-5733.2009.08.019
通讯作者Shi li-jing(shlj@iem.ac.cn)
英文摘要Various combinations of genetic operators are examined by the virtual inversion, as the result it is pointed out that the offline capability is best in dispersion curves inversion by combining float coding with roulette selection. one two-step inversion strategy is suggested by integrating the above two with arithmetical uniform crossover and mutation into a basic genetic inversion frame, and adding the immune heuristic method and the no-repeating forward calculation method to the above basic frame, then after several runs conducting simulated annealing algorithm to the result of each individual run,finally the best of the local optimum is chosen as the final result. the immune heuristic method speeds up the evolution by adopting the best individual's information, enhances the local search in its neighboring space by adding one random number with normal distribution, while giving attention to the search in other areas by rectifying the distribution deviation. the local search and global search are linked effectively; the disturbance to evolution of the genetic algorithm is minimized. by the no-repeating forward calculation, the times of forward calculations are reduced greatly, the calculating cost is saved and the evolution efficiency is increased. the shortcoming of averaging the results of all individual runs is avoided. the stability and precision of inversion is increased and the non-uniqueness is reduced.
WOS研究方向Geochemistry & Geophysics
WOS类目Geochemistry & Geophysics
语种英语
出版者SCIENCE PRESS
WOS记录号WOS:000269512600019
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2401139
专题中国科学院大学
通讯作者Shi Li-Jing
作者单位1.China Earthquake Adm, Inst Engn Mech, Harbin 150080, Peoples R China
2.Chinese Acad Sci, Grad Univ, Coll Earth Sci, Beijing 100049, Peoples R China
3.Harbin Inst Technol, Harbin 150090, Peoples R China
推荐引用方式
GB/T 7714
Shi Li-Jing,Tao Xia-Xin,Zhao Ji-Sheng,et al. A two-step optimization strategy for s-wave velocity structure inversion[J]. Chinese journal of geophysics-chinese edition,2009,52(8):2105-2112.
APA Shi Li-Jing,Tao Xia-Xin,Zhao Ji-Sheng,&Lu Jian-Bo.(2009).A two-step optimization strategy for s-wave velocity structure inversion.Chinese journal of geophysics-chinese edition,52(8),2105-2112.
MLA Shi Li-Jing,et al."A two-step optimization strategy for s-wave velocity structure inversion".Chinese journal of geophysics-chinese edition 52.8(2009):2105-2112.
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