Stochastic geometric optimization with joint probabilistic constraints

被引:14
|
作者
Liu, Jia [1 ,2 ]
Lisser, Abdel [1 ]
Chen, Zhiping [2 ]
机构
[1] Univ Paris 11, LRI, Bat 425, F-91405 Orsay, France
[2] Xi An Jiao Tong Univ, Sch Math & Stat, Xian 710049, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Geometric optimization; Joint probabilistic constraint; Piecewise linear approximation; Sequential convex approximation;
D O I
10.1016/j.orl.2016.08.002
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper discusses geometric programs with joint probabilistic constraints. When the stochastic parameters are normally distributed and independent of each other, we approximate the problem by using piecewise linear functions, and transform the approximation problem into a convex geometric program. We prove that this approximation method provides a lower bound. Then, we design a sequential convex optimization algorithm to find an upper bound. Finally, numerical tests are carried out on a stochastic shape optimization problem. (C) 2016 Elsevier B.V. All rights
引用
收藏
页码:687 / 691
页数:5
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