Global Geology 2015, 18(2) 127-133 DOI:     ISSN: 1673-9736 CN: 22-1371/P

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Keywords
compressive sensing
sparsity
seismic data reconstruction
thresholding
weighting coefficient
Authors
LUO Teng
LIU Cai
WANG dian
YANG Xueting
FU Wei
ZHOU Yin and HE Mei
PubMed
Article by Luo T
Article by Liu C
Article by Wang D
Article by Yang X
Article by Fu W
Article by Zhou YAHM

Seismic data reconstruction based on iterative linear expansion of thresholds

 LUO Teng, LIU Cai, WANG dian, YANG Xueting, FU Wei, ZHOU Yin and HE Mei

College of Geo- Exploration Science and Technology,Jilin University,Changchun 130026,China

Abstract

Based on the compressive sensing,a novel algorithm is proposed to solve reconstruction problem un- der sparsity assumptions. Instead of estimating the reconstructed data through minimizing the objective function, the authors parameterize the problem as a linear combination of few elementary thresholding functions,which can be solved by calculating the linear weighting coefficients. It is to update the thresholding functions during the process of iteration. The advantage of this method is that the optimization problem only needs to be solved by calculating linear coefficients for each time. With the elementary thresholding functions satisfying certain constraints,a global convergence of the iterative algorithm is guaranteed. The synthetic and the field data re- sults prove the effectiveness of the proposed algorithm.

Keywords compressive sensing   sparsity   seismic data reconstruction   thresholding   weighting coefficient  
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