Truncated Gauss-Newton full-waveform inversion of pure quasi-P waves in vertical transverse isotropic media

被引:0
|
作者
Ren, Zhi-Ming [1 ,2 ]
Wang, Lei [1 ]
Bao, Qian-Zong [1 ,2 ]
机构
[1] Changan Univ, Coll Geol Engn & Geomat, Xian 710064, Shaanxi, Peoples R China
[2] Natl Engn Res Ctr Offshore Oil & Gas Explorat, Beijing 100028, Peoples R China
基金
中国国家自然科学基金;
关键词
Full waveform inversion; Anisotropy; Pure quasi-P wave; Gauss-Newton; Hessian; SEISMIC DATA; TIME; PARAMETERIZATION; APPROXIMATION; STRATEGY; DENSITY;
D O I
10.1016/j.petsci.2024.04.017
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Full-waveform inversion (FWI) uses the full information of seismic data to obtain a quantitative estimation of subsurface physical parameters. Anisotropic FWI has the potential to recover high-resolution velocity and anisotropy parameter models, which are critical for imaging the long-offset and wideazimuth data. We develop an acoustic anisotropic FWI method based on a simplified pure quasi Pwave (qP-wave) equation, which can be solved efficiently and is beneficial for the subsequent inversion. Using the inverse Hessian operator to precondition the functional gradients helps to reduce the parameter tradeoff in the multi-parameter inversion. To balance the accuracy and efficiency, we extend the truncated Gauss-Newton (TGN) method into FWI of pure qP-waves in vertical transverse isotropic (VTI) media. The inversion is performed in a nested way: a linear inner loop and a nonlinear outer loop. We derive the formulation of Hessian-vector products for pure qP-waves in VTI media based on the Lagrange multiplier method and compute the model update by solving a Gauss-Newton linear system via a matrix-free conjugate gradient method. A suitable preconditioner and the Eisenstat and Walker stopping criterion for the inner iterations are used to accelerate the convergence and avoid prohibitive computational cost. We test the proposed FWI method on several synthetic data sets. Inversion results reveal that the pure acoustic VTI FWI exhibits greater accuracy than the conventional pseudoacoustic VTI FWI. Additionally, the TGN method proves effective in mitigating the parameter crosstalk and increasing the accuracy of anisotropy parameters. (c) 2024 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/ 4.0/).
引用
收藏
页码:3102 / 3124
页数:23
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