Unique Decomposition and a New Model for the Ground Moving Target Indication Problem | |
Li, Qingna1; He, Li2; Qi, Lijuan3; Wang, Robert4 | |
刊名 | JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS |
2017-04-01 | |
卷号 | 173期号:1页码:297-312 |
关键词 | Ground moving target indication Alternating direction method Surveillance radar system Robust principal component analysis |
ISSN号 | 0022-3239 |
DOI | 10.1007/s10957-016-1052-5 |
英文摘要 | In wide-area surveillance radar systems, ground moving target indication is the main task. The underlying mathematical problem is to decompose a complex matrix into a low rank matrix and a structured sparse matrix. In this paper, we show that such decomposition has a unique solution under reasonable assumptions. We propose a phase-based model to fully describe the special sparse structure. An alternating direction method of multipliers is implemented to solve the resulting nonconvex complex matrix problem. Simulation results verify the superior efficiency and the improvement of the new model. |
资助项目 | National Science Foundation of China[11671036] |
WOS研究方向 | Operations Research & Management Science ; Mathematics |
语种 | 英语 |
出版者 | SPRINGER/PLENUM PUBLISHERS |
WOS记录号 | WOS:000398739800014 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/25245] |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Li, Qingna |
作者单位 | 1.Beijing Inst Technol, Beijing, Peoples R China 2.Chinese Acad Sci, Acad Math & Syst Sci, Beijing, Peoples R China 3.Chinese Acad Sci, Inst Software, Beijing, Peoples R China 4.Chinese Acad Sci, Inst Elect, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Qingna,He, Li,Qi, Lijuan,et al. Unique Decomposition and a New Model for the Ground Moving Target Indication Problem[J]. JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS,2017,173(1):297-312. |
APA | Li, Qingna,He, Li,Qi, Lijuan,&Wang, Robert.(2017).Unique Decomposition and a New Model for the Ground Moving Target Indication Problem.JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS,173(1),297-312. |
MLA | Li, Qingna,et al."Unique Decomposition and a New Model for the Ground Moving Target Indication Problem".JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS 173.1(2017):297-312. |
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