Optimization method of first-arrival waveform inversion based on the L-BFGS algorithm

被引:4
|
作者
Zhang Kai [1 ]
Xu Xin [2 ]
Liu Hong-Xing [3 ]
Xu Yi-Peng [1 ]
Li Zhen-Chun [1 ]
Jiang Ping [4 ]
机构
[1] China Univ Petr East China, Coll Geosci, Qingdao 266580, Peoples R China
[2] Res Inst Petr Explorat & Dev Northwest, Lanzhou 730000, Peoples R China
[3] China United Coalbed Methane Co Ltd, Explorat & Dev Dept, Beijing 100011, Peoples R China
[4] China Univ Petr East China, Coll Sci, Qingdao 266580, Peoples R China
基金
中国国家自然科学基金;
关键词
first-arrival travel-time tomography; first-arrival waveform inversion; cross-correlation objective function; L-BFGS algorithm;
D O I
10.1007/s11770-021-0914-2
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
The first arrival waveform inversion (FAWI) has a strong nonlinearity due to the objective function using L2 parametrization. When the initial velocity is not accurate, the inversion can easily fall into local minima. In the full waveform inversion method, adding a cross-correlation function to the objective function can effectively reduce the nonlinearity of the inversion process. In this paper, the nonlinearity of this process is reduced by introducing the correlation objective function into the FAWI and by deriving the corresponding gradient formula. We then combine the first-arrival wave travel-time tomography with the FAWI to form a set of inversion processes. This paper uses the limited memory Broyden-Fletcher-Goldfarb-Shanno (L-BFGS) algorithm to improve the computational efficiency of inversion and solve the problem of the low efficiency of the FAWI method. The overthrust model and field data test show that the method used in this paper can effectively reduce the nonlinearity of inversion and improve the inversion calculation efficiency at the same time.
引用
收藏
页码:515 / 524
页数:10
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