Data regularization using Gaussian beams decomposition and sparse norms

被引:91
作者
Wang, Yanfei [1 ]
Liu, Peng [2 ,3 ]
Li, Zhenhua [1 ,3 ]
Sun, Tao [1 ,3 ]
Yang, Changchun [1 ]
Zheng, Qingsheng [4 ]
机构
[1] Chinese Acad Sci, Inst Geol & Geophys, Key Lab Petr Resources Res, Beijing 100029, Peoples R China
[2] Chinese Acad Sci, Lanzhou Ctr Oil & Gas Resources, Inst Geol & Geophys, Lanzhou 730000, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[4] Zhuzhihaihui Petr Co Sci & Technol, Beijing 100083, Peoples R China
来源
JOURNAL OF INVERSE AND ILL-POSED PROBLEMS | 2013年 / 21卷 / 01期
基金
中国国家自然科学基金;
关键词
Data regularization; Gaussian beams; l(0) optimization; sparse inversion; SEISMIC TRACE INTERPOLATION; INVERSE; RECONSTRUCTION; RESTORATION; RECOVERY;
D O I
10.1515/jip-2012-0030
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We consider seismic data regularization problems in this paper. Gaussian beam decomposition model is proposed for seismic data representation. To solve the representation problem, an l(0) quasi-norm minimization model with different smooth approximations is proposed. To solve the l(0) quasi-norm minimization problem, a projected gradient method with nonmonotone choice of iterative steps is developed. Numerical simulations on one-dimensional and two-dimensional seismic imaging problems are performed to verify the feasibility of our methods.
引用
收藏
页码:1 / 23
页数:23
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