Multitrace Seismic Impedance Inversion With Structure-Oriented Minimum Entropy Stabilizer

被引:0
|
作者
Geng, Weiheng [1 ]
Lu, Wenkai [1 ]
Li, Jingye [2 ]
Chen, Xiaohong [2 ]
Xue, Yaru [3 ,4 ]
Song, Cao [1 ]
Zhang, Yuanpeng [5 ]
机构
[1] Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol BNRist, Dept Automat, Beijing 100084, Peoples R China
[2] China Univ Petr, State Key Lab Petr Resources & Prospecting, Natl Engn Lab Offshore Oil Explorat, Beijing 102249, Peoples R China
[3] China Univ Petr, State Key Lab Petr Resources & Prospecting, CNPC Key Lab Geophys Prospecting, Beijing 102249, Peoples R China
[4] China Univ Petr, Coll Informat Sci & Engn, Beijing 102249, Peoples R China
[5] Inst Geophys & Geochem Explorat CAGS, Langfang 065000, Hebei, Peoples R China
关键词
Impedance; Entropy; Acoustics; TV; Geology; Mathematical models; Reservoirs; Blocky; minimum entropy stabilizer; poststack inversion; seismic acoustic impedance; structure-oriented; TRANSFORM; DOMAIN; INFORMATION; RESERVOIR; RECOVERY;
D O I
10.1109/TGRS.2024.3462797
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 an important elastic parameter, seismic acoustic impedance is usually obtained through poststack inversion. However, there are usually two problems that limit the quality of the inversion results. First, conventional inversion methods typically use regularization terms to enhance the stability of the inversion results, and effective regularization terms are particularly important for accurately inverting seismic impedance. Second, most inversion methods adopt a trace-by-trace inversion strategy, resulting in poor lateral continuity when connecting the inversion results of all traces into a 2-D profile, especially for processing noisy data. To address these two problems, we propose a structure-oriented minimum entropy stabilizer for acoustic impedance inversion that enhances the lateral continuity of the inversion results while restoring the blocky structures of the strata and improving the resolution of the inversion results. The stabilizer consists of a structure-oriented regularization (SOR) operator and the minimum entropy norm. The SOR operator is constructed using the local dip estimated from the seismic data by the plane-wave destruction (PWD) algorithm and constrains the inverted impedance along the structural trend, making it more consistent with geological features. The minimum entropy norm restores the blocky structures and enhances resolution by imposing sparse constraints on the temporal and spatial derivatives of the impedance. Based on synthetic and field seismic data, we compare the inversion results of the proposed method with those of conventional Tikhonov regularization and total variation (TV) regularization methods. The results show that the proposed method exhibits superior performance, especially in processing noisy data.
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页数:13
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