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Homogenization for polynomial optimization with unbounded sets
Huang, Lei1,2; Nie, Jiawang3; Yuan, Ya-Xiang1
2022-08-20
发表期刊MATHEMATICAL PROGRAMMING
ISSN0025-5610
页码41
摘要This paper considers polynomial optimization with unbounded sets. We give a homogenization formulation and propose a hierarchy of Moment-SOS relaxations to solve it. Under the assumptions that the feasible set is closed at infinity and the ideal of homogenized equality constraining polynomials is real radical, we show that this hierarchy of Moment-SOS relaxations has finite convergence, if some optimality conditions (i.e., the linear independence constraint qualification, strict complementarity and second order sufficient conditions) hold at every minimizer, including the one at infinity. Moreover, we prove extended versions of Putinar-Vasilescu type Positivstellensatz for polynomials that are nonnegative on unbounded sets. The classical Moment-SOS hierarchy with denominators is also studied. In particular, we give a positive answer to a conjecture of Mai, Lasserre and Magron in their recent work.
关键词Polynomial optimization Homogenization Moment-SOS relaxations Optimality conditions
DOI10.1007/s10107-022-01878-5
收录类别SCI
语种英语
资助项目National Natural Science Foundation of China[12288201]
WOS研究方向Computer Science ; Operations Research & Management Science ; Mathematics
WOS类目Computer Science, Software Engineering ; Operations Research & Management Science ; Mathematics, Applied
WOS记录号WOS:000842139200002
出版者SPRINGER HEIDELBERG
引用统计
文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/61109
专题中国科学院数学与系统科学研究院
通讯作者Huang, Lei
作者单位1.Chinese Acad Sci, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
3.Univ Calif San Diego, Dept Math, 9500 Gilman Dr, La Jolla, CA 92093 USA
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GB/T 7714
Huang, Lei,Nie, Jiawang,Yuan, Ya-Xiang. Homogenization for polynomial optimization with unbounded sets[J]. MATHEMATICAL PROGRAMMING,2022:41.
APA Huang, Lei,Nie, Jiawang,&Yuan, Ya-Xiang.(2022).Homogenization for polynomial optimization with unbounded sets.MATHEMATICAL PROGRAMMING,41.
MLA Huang, Lei,et al."Homogenization for polynomial optimization with unbounded sets".MATHEMATICAL PROGRAMMING (2022):41.
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