Homogenization for polynomial optimization with unbounded sets | |
Huang, Lei1,2; Nie, Jiawang3; Yuan, Ya-Xiang1 | |
刊名 | MATHEMATICAL PROGRAMMING |
2022-08-20 | |
页码 | 41 |
关键词 | Polynomial optimization Homogenization Moment-SOS relaxations Optimality conditions |
ISSN号 | 0025-5610 |
DOI | 10.1007/s10107-022-01878-5 |
英文摘要 | 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. |
资助项目 | National Natural Science Foundation of China[12288201] |
WOS研究方向 | Computer Science ; Operations Research & Management Science ; Mathematics |
语种 | 英语 |
出版者 | SPRINGER HEIDELBERG |
WOS记录号 | WOS:000842139200002 |
内容类型 | 期刊论文 |
源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/61108] |
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 |
推荐引用方式 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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