Discontinuous penalty approach with deviation integral for global constrained minimization

被引:2
作者
Chen, Liu [1 ]
Yao, Yi-rong [1 ]
Zheng, Quan [1 ,2 ]
机构
[1] Shanghai Univ, Dept Math, Shanghai 200444, Peoples R China
[2] Columbus State Univ, Dept Math, Columbus, GA 31907 USA
基金
中国国家自然科学基金;
关键词
global optimization; constrained problems; deviation integral; cross-entropy method; CROSS-ENTROPY METHOD; OPTIMIZATION;
D O I
10.1007/s10483-009-0915-x
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we use the discontinuous exact penalty functions to solve the constrained minimization problems with an integral approach. We examine a general form of the constrained deviation integral and its analytical properties. The optimality conditions of the penalized minimization problems are proven. To implement the algorithm, the cross-entropy method and the importance sampling are used based on the Monte-Carlo technique. Numerical tests show the effectiveness of the proposed algorithm.
引用
收藏
页码:1201 / 1210
页数:10
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