Inversion of Rayleigh wave dispersion curve via adaptive logarithmic Spiral-Levy firefly algorithm

被引:2
|
作者
Liu GuoXin [1 ,2 ]
Shen HongYan [1 ,2 ]
Che Han [1 ,2 ]
Wang Xin [1 ,3 ]
Li QingChun [4 ]
Li XinXin [1 ,2 ]
Zhao Jing [1 ,2 ]
机构
[1] Xian Shiyou Univ, Sch Earth Sci & Engn, Xian 710065, Peoples R China
[2] Shaanxi Key Lab Petr Accumulat Geol, Xian 710065, Peoples R China
[3] Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130012, Peoples R China
[4] Changan Univ, Coll Geol Engn & Geomet, Xian 710054, Peoples R China
来源
关键词
Rayleigh waves; Dispersion curve; Adaptive Logarithmic Spiral-Levy; Firefly algorithm; Nonlinear inversion; Shear wave velocity; Shallow stratum structure; ARTIFICIAL BEE COLONY; GENETIC ALGORITHMS; VELOCITY; PHASE;
D O I
10.6038/cjg2022Q0558
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Rayleigh wave technique is one of the important means of shallow surface geological survey. The underground shear wave velocity model can be effectively obtained through the inversion of Rayleigh wave dispersion curve. However, Rayleigh wave dispersion curve inversion has the characteristics of multi-parameter, multi-extreme and nonlinear. Facing the Rayleigh wave data processing under complex seismic-geological conditions, the traditional methods are difficult to invert and reconstruct formation parameters quickly and accurately. In this paper, the Adaptive Logarithmic Spiral-Levy Firefly Algorithm (ALSL-FA) was introduced into the inversion of Rayleigh wave dispersion curve. ALSL-FA effectively solves the shortcomings of the classical Firefly Algorithm (FA) that is good at exploration and poor at development. ALSL-FA integrates log spiral to guide the path of firefly, and realizes the adaptive switching between global search and local development through adaptive switching factor in the search process, which enhances the ability of global search while enhancing the ability of local development. The computational performance of FA, Levy Flying Firefly Algorithm (LF-FA) and ALSL-FA was compared and analyzed by solving the Rastrigin function. The inversion results of Artificial Bee Colony algorithm (ABC), FA, LF-FA and ALSL-FA were compared through the inversion of Rayleigh wave dispersion curve of velocity increasing and high-velocity interlayer models while the correctness and anti-noise ability of our method were verified. And then, it was further applied to a real Rayleigh wave dataset inversion processing. Our research results show that the method effectively weakens the dependence on the initial model, and further improves the inversion accuracy. It also has strong global optimization ability and local development inversion accuracy. It has strong global optimization ability and local development ability as while as good anti-noise ability.
引用
收藏
页码:3011 / 3025
页数:15
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