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

被引:0
作者
Zhang Kai
Xu Xin
Liu Hong-Xing
Xu Yi-Peng
Li Zhen-Chun
Jiang Ping
机构
[1] China University of Petroleum (East China),College of Geoscience
[2] Research Institute of Petroleum Exploration and Development-Northwest,College of Science
[3] Exploration and Development Department of China United Coalbed Methane Co.,undefined
[4] Ltd.,undefined
[5] China University of Petroleum (East China),undefined
来源
Applied Geophysics | 2021年 / 18卷
关键词
first-arrival travel-time tomography; first-arrival waveform inversion; cross-correlation objective function; L-BFGS algorithm;
D O I
暂无
中图分类号
学科分类号
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.
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页码:515 / 524
页数:9
相关论文
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