Improved Primal-Dual Interior-Point Method Using the Lawson-Norm for Inverse Problems

doi:10.1109/ACCESS.2020.2976727

NSSC OpenIR

	Improved Primal-Dual Interior-Point Method Using the Lawson-Norm for Inverse Problems
Alternative Title	WOS:000525386600020;20201208315239
	Shang, Wenjing ; Xue, Wei ; Li, Yingsong 1; Xu, Yidong
Source Publication	IEEE ACCESS
	2020
Volume	8 Pages:41053-41061
DOI	10.1109/ACCESS.2020.2976727
ISSN	2169-3536
Language	英语
Keyword	TV Inverse problems Image reconstruction Electrodes Conductivity Tomography Electric potential Inverse problems improved primal--dual interior-point method Lawson norm UNBIASED PREDICTIVE RISK REGULARIZATION ALGORITHM EFFICIENT
Abstract	Electrical impedance tomography (EIT), geophysics and undersea target reconstruction are typical non-linear ill-posed inverse problems, and in many cases, the anomalous bodies feature with a clear boundary. Thus, it is suitable to obtain sharp boundaries and blocky features with the Total Variation (TV) functional regularization. However, the TV function regularization leads to a non-differentiable objective function at zero in the inverse formulation and reduces the algorithm robustness. In this paper, we propose an improved primal-dual interior-point method (PD-IPM) based on the Lawson norm to get sharp spatial profiles of the anomalous bodies. Furthermore, the impact of the smooth parameter is investigated to get the inverse results. Numerical experiment using simulated data is setup to support our claim.
Indexed By	SCI ; EI
Citation statistics	Cited Times:1[WOS] [WOS Record] [Related Records in WOS]
Document Type	期刊论文
Identifier	http://ir.nssc.ac.cn/handle/122/7677
Collection	中国科学院国家空间科学中心
Affiliation	1.Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Peoples R China 2.Chinese Acad Sci, Natl Space Sci Ctr, Beijing 100190, Peoples R China
Recommended Citation GB/T 7714	Shang, Wenjing,Xue, Wei,Li, Yingsong,et al. Improved Primal-Dual Interior-Point Method Using the Lawson-Norm for Inverse Problems[J]. IEEE ACCESS,2020,8:41053-41061.
APA	Shang, Wenjing,Xue, Wei,Li, Yingsong,&Xu, Yidong.(2020).Improved Primal-Dual Interior-Point Method Using the Lawson-Norm for Inverse Problems.IEEE ACCESS,8,41053-41061.
MLA	Shang, Wenjing,et al."Improved Primal-Dual Interior-Point Method Using the Lawson-Norm for Inverse Problems".IEEE ACCESS 8(2020):41053-41061.

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