Prestack AVO inversion for brittleness index of shale based on BI_Zoeppritz equation and NSGA II

被引:7
|
作者
Bi, Chenchen [1 ]
Wang, Yanchun [1 ]
Xie, Wei [2 ]
Sun, Wei [3 ]
Liu, Wei [1 ]
机构
[1] China Univ Geosci, Sch Geophys & Informat Technol, Beijing 100083, Peoples R China
[2] Sinopec Geophys Res Inst, Nanjing 210014, Peoples R China
[3] Sinopec Explorat & Prod Res Inst, Beijing 100083, Peoples R China
关键词
Brittleness index; Shale; AVO inversion; BI_Zoeppritz equation; NSGA II; WAVE-FORM INVERSION; GAS; MULTICOMPONENT;
D O I
10.1007/s11600-020-00461-w
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
As one of the evaluation characteristics of shale sweet spots, the brittleness index (BI) of shale formations is of great significance in predicting the range of sweet spots, and guiding hydraulic fracturing. Based on the three elastic parameters of P-wave velocity (V-P), S-wave velocity (V-S) and density obtained by conventional prestack AVO inversion, BI can be calculated indirectly using the Rickman formula. However, the conventional AVO inversion based on Zoeppritz approximation assumes that incident angle is small and elastic parameters change slowly, which affects the inversion accuracy of the three elastic parameters. Additionally, using these three elastic parameters to obtain BI indirectly also leads to cumulative errors of the inversion results. Therefore, we propose an inversion method based on BI_Zoeppritz equation to directly estimateV(P),V(S)and BI. The BI_Zoeppritz equation is an exact Zoeppritz equation for BI, which is used as the forward operator for the proposed method. The multi-objective function of the inversion method is optimized by a fast nondominated sorting genetic algorithm (NSGA II). An initial model and an optimized search window are used to improve the inversion accuracy. The test results of model data and actual data reveal that this method can directly obtain the BI with high precision. In addition, the stability and noise immunity of the proposed method are verified by the seismic data with random noise.
引用
收藏
页码:1067 / 1082
页数:16
相关论文
共 13 条
  • [1] Prestack AVO inversion for brittleness index of shale based on BI_Zoeppritz equation and NSGA II
    Chenchen Bi
    Yanchun Wang
    Wei Xie
    Wei Sun
    Wei Liu
    Acta Geophysica, 2020, 68 : 1067 - 1082
  • [2] Multicomponent prestack joint AVO inversion based on exact Zoeppritz equation
    Liu, Wei
    Wang, Yanchun
    JOURNAL OF APPLIED GEOPHYSICS, 2018, 159 : 69 - 82
  • [3] Prestack AVO Inversion of Exact Zoeppritz Equation Using Adaptive Edge Preserving Filter
    Zihe Xu
    Yongxu Lu
    Suping Peng
    Xiaoqin Cui
    Jin Liao
    Haolei Shi
    Pure and Applied Geophysics, 2023, 180 : 215 - 242
  • [4] Prestack AVO Inversion of Exact Zoeppritz Equation Using Adaptive Edge Preserving Filter
    Xu, Zihe
    Lu, Yongxu
    Peng, Suping
    Cui, Xiaoqin
    Liao, Jin
    Shi, Haolei
    PURE AND APPLIED GEOPHYSICS, 2023, 180 (01) : 215 - 242
  • [5] Intelligent seismic AVO inversion method for brittleness index of shale oil reservoirs
    YuHang Sun
    HongLi Dong
    Gui Chen
    XueGui Li
    Yang Liu
    XiaoHong Yu
    Jun Wu
    Petroleum Science, 2025, 22 (02) : 627 - 640
  • [6] Zoeppritz equation-based prestack inversion and its application in fluid identification
    Han-Dong Huang
    Yan-Chao Wang
    Fei Guo
    Sheng Zhang
    Yong-Zhen Ji
    Cheng-Han Liu
    Applied Geophysics, 2015, 12 : 199 - 211
  • [7] Nonlinear three-term AVO inversion based on exact Zoeppritz equation
    Zhou Lin
    Li Jing-Ye
    Chen Xiao-Hong
    CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2016, 59 (07): : 2663 - 2673
  • [8] Zoeppritz equation-based prestack inversion and its application in fluid identification
    Huang Han-Dong
    Wang Yan-Chao
    Guo Fei
    Zhang Sheng
    Ji Yong-Zhen
    Liu Cheng-Han
    APPLIED GEOPHYSICS, 2015, 12 (02) : 199 - 211
  • [9] Generalized linear AVO inversion with the priori constraint of trivariate cauchy distribution based on Zoeppritz equation
    Zhang Feng-Qi
    Wei Fu-Ji
    Wang Yan-Chun
    Wang Wei-Jun
    Li Yan
    CHINESE JOURNAL OF GEOPHYSICS-CHINESE EDITION, 2013, 56 (06): : 2098 - 2115
  • [10] Brittleness index calculation and evaluation for CBM reservoirs based on AVO simultaneous inversion
    Wu, Haibo
    Dong, Shouhua
    Huang, Yaping
    Wang, Haolong
    Chen, Guiwu
    JOURNAL OF APPLIED GEOPHYSICS, 2016, 134 : 191 - 198