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题名

A combined GA and DLS parallel algorithm for multimode Rayleigh wave inversion

作者
通讯作者Song,Xianhai
发表日期
2022-11-01
DOI
发表期刊
ISSN
0926-9851
卷号206
摘要

Multichannel analysis of surface waves (MASW) is a vital method in near-surface exploration. Linear algorithms, such as damped least square method (DLS), are highly dependent on the initial model and are prone to trapping in local minima. While nonlinear algorithms such as genetic algorithm (GA) are globally optimal but inefficient, they are not very practical for complex calculations. In this paper, we propose a combined GA and DLS parallel algorithm (GA-DLS), which has a global search capability due to the GA framework, and has a quick local search capability due to the DLS parallel computing. To simulate the earth model in complex near-surface conditions, we set a low-velocity layer among a layered earth model (LVL) and a high-velocity layer among a layered earth model (HVL), we perform the inversion with DLS, GA, and GA-DLS, respectively. The comparison shows that the GA-DLS inversion gets an efficient and accurate result. Finally, we use the GA-DLS algorithm to invert the field data and achieve good results, verifying the effectiveness of the algorithm.

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相关链接[Scopus记录]
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语种
英语
学校署名
其他
资助项目
National Natural Science Foundation of China[41874150] ; National Natural Science Foundation of China[42074164]
ESI学科分类
GEOSCIENCES
Scopus记录号
2-s2.0-85139028160
来源库
Scopus
引用统计
被引频次[WOS]:0
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/406178
专题理学院_地球与空间科学系
作者单位
1.Institute of Geophysics and Geomatics,China University of Geosciences,Wuhan,China
2.Department of Earth and Space Sciences,Southern University of Science and Technology,Shenzhen,China
推荐引用方式
GB/T 7714
Le,Zhao,Song,Xianhai,Zhang,Xueqiang,et al. A combined GA and DLS parallel algorithm for multimode Rayleigh wave inversion[J]. JOURNAL OF APPLIED GEOPHYSICS,2022,206.
APA
Le,Zhao,Song,Xianhai,Zhang,Xueqiang,Wang,Yiming,&Yuan,Shichuan.(2022).A combined GA and DLS parallel algorithm for multimode Rayleigh wave inversion.JOURNAL OF APPLIED GEOPHYSICS,206.
MLA
Le,Zhao,et al."A combined GA and DLS parallel algorithm for multimode Rayleigh wave inversion".JOURNAL OF APPLIED GEOPHYSICS 206(2022).
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