High-resolution fixed-point seismic inversion

被引:4
|
作者
Pei, Song [1 ]
Yin, Xingyao [1 ]
Zong, Zhaoyun [1 ]
Li, Kun [1 ]
机构
[1] China Univ Petr East China, Qingdao 266580, Shandong, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
MONTE-CARLO METHOD; ROCK-PHYSICS; AVO INVERSION; IMPEDANCE; POROELASTICITY;
D O I
10.1190/INT-2020-0136.1
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
Resolution improvement always presents as the crucial task in geologic inversion. Band-limited characteristics of seismic data and noise make seismic inversion complicated. Specifically, geologic inversion suffers from the deficiency of low- and high-frequency components. We have developed the fixed-point seismic inversion method to alleviate these issues. The problem of solving the objective function is transformed into the problem of finding the fixed point of the objective function. Concretely, a recursive formula between seismic signal and reflection coefficient is established, which is characterized by good convergence and verified by model examples. The error between the model value and the inverted value is reduced to approximately zero after a few iterations. The model examples show that in either case, that is, the seismic traces are noise-free or with a little noise, the model value can almost be duplicated. Even if the seismic trace is accompanied by moderate noise, optimal inverted results can still be obtained with our method. The initial model constraint is further introduced into the objective function to increase the low-frequency component of the inverted results by adding prior information into the target function. The singular value decomposition method is applied to the inversion framework, thus making a high improvement of antinoise ability. Finally, the synthetic models and seismic data are investigated following our method. The inverted results obtained from the fixed-point seismic inversion are compared with those obtained from the conventional seismic inversion, and it is found that the former has a higher resolution than the latter.
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页码:B25 / B37
页数:13
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