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Recovery of seismic wavefields based on compressive sensing by an l(1)-norm constrained trust region method and the piecewise random subsampling

文献类型：期刊论文

作者Wang, Yanfei1; Cao, Jingjie1,2; Yang, Changchun1
刊名GEOPHYSICAL JOURNAL INTERNATIONAL
出版日期2011-10-01
卷号187期号:1页码:199-213
关键词Numerical solutions Inverse theory Computational seismology
ISSN号0956-540X
DOI10.1111/j.1365-246X.2011.05130.x
文献子类Article
英文摘要Due to the influence of variations in landform, geophysical data acquisition is usually subsampled. Reconstruction of the seismic wavefield from subsampled data is an ill-posed inverse problem. Compressive sensing (CS) can be used to recover the original geophysical data from the subsampled data. In this paper, we consider the wavefield reconstruction problem as a CS and propose a piecewise random subsampling scheme based on the wavelet transform. The proposed sampling scheme overcomes the disadvantages of uncontrolled random sampling. In computation, an l(1)-norm constrained trust region method is developed to solve the CS problem. Numerical results demonstrate that the proposed sampling technique and the trust region approach are robust in solving the ill-posed CS problem and can greatly improve the quality of wavefield recovery.
WOS关键词IMAGE-RESTORATION ; INVERSE PROBLEMS ; RECONSTRUCTION ; INFORMATION ; PURSUIT
WOS研究方向Geochemistry & Geophysics
语种英语
WOS记录号WOS:000295015100014
出版者WILEY-BLACKWELL
资助机构National Natural Science Foundation of China(10871191 ; National Natural Science Foundation of China(10871191 ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; 40974075) ; 40974075) ; National Natural Science Foundation of China(10871191 ; National Natural Science Foundation of China(10871191 ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; 40974075) ; 40974075) ; National Natural Science Foundation of China(10871191 ; National Natural Science Foundation of China(10871191 ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; 40974075) ; 40974075) ; National Natural Science Foundation of China(10871191 ; National Natural Science Foundation of China(10871191 ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; Chinese Academy of Sciences(KZCX2-YW-QN107) ; 40974075) ; 40974075)
源URL[http://ir.iggcas.ac.cn/handle/132A11/74236]  
专题中国科学院地质与地球物理研究所
通讯作者Wang, Yanfei
作者单位1.Chinese Acad Sci, Inst Geol & Geophys, Key Lab Petr Resources Res, Beijing 100029, Peoples R China
2.Chinese Acad Sci, Grad Univ, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714		 Wang, Yanfei,Cao, Jingjie,Yang, Changchun. Recovery of seismic wavefields based on compressive sensing by an l(1)-norm constrained trust region method and the piecewise random subsampling[J]. GEOPHYSICAL JOURNAL INTERNATIONAL,2011,187(1):199-213.
APA Wang, Yanfei,Cao, Jingjie,&Yang, Changchun.(2011).Recovery of seismic wavefields based on compressive sensing by an l(1)-norm constrained trust region method and the piecewise random subsampling.GEOPHYSICAL JOURNAL INTERNATIONAL,187(1),199-213.
MLA Wang, Yanfei,et al."Recovery of seismic wavefields based on compressive sensing by an l(1)-norm constrained trust region method and the piecewise random subsampling".GEOPHYSICAL JOURNAL INTERNATIONAL 187.1(2011):199-213.

入库方式： OAI收割

来源：地质与地球物理研究所

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