Robust Solutions of Uncertain Complex-valued Quadratically Constrained Programs  

Robust Solutions of Uncertain Complex-valued Quadratically Constrained Programs

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作  者:Da Chuan XU Zheng Hai HUANG 

机构地区:[1]Department of Applied Mathematics, College of Applied Sciences, Beijing University of Technology, 100 Pingleyuan, Chaoyang District, Beijing 100022, P. R. China [2]Department of Mathematics, School of Science, Tianjin University, Tianjin 300072, P. R. China

出  处:《Acta Mathematica Sinica,English Series》2008年第8期1279-1290,共12页数学学报(英文版)

基  金:NsF of China (Grant No.60773185,10401038);Program for Beijing Excellent Talents and NSF of China (Grant No.10571134);the Natural Science Foundation of Tianjin (Grant No.07JCYBJC05200)

摘  要:In this paper, we discuss complex convex quadratically constrained optimization with uncertain data. Using S-Lemma, we show that the robust counterpart of complex convex quadratically constrained optimization with ellipsoidal or intersection-of-two-ellipsoids uncertainty set leads to a complex semidefinite program. By exploring the approximate S-Lemma, we give a complex semidefinite program which approximates the NP-hard robust counterpart of complex convex quadratic optimization with intersection-of-ellipsoids uncertainty set.In this paper, we discuss complex convex quadratically constrained optimization with uncertain data. Using S-Lemma, we show that the robust counterpart of complex convex quadratically constrained optimization with ellipsoidal or intersection-of-two-ellipsoids uncertainty set leads to a complex semidefinite program. By exploring the approximate S-Lemma, we give a complex semidefinite program which approximates the NP-hard robust counterpart of complex convex quadratic optimization with intersection-of-ellipsoids uncertainty set.

关 键 词:robust optimization quadratically constrained program complex semidefinite program S-Lemma 

分 类 号:O224[理学—运筹学与控制论] TP301[理学—数学]

 

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