Genetic algorithm-based fuzzy goal programming for class of chance-constrained programming problems

被引:6
|
作者
Jana, R. K. [2 ]
Sharma, Dinesh K. [1 ]
机构
[1] Univ Maryland Eastern Shore, Dept Business Management & Accounting, Princess Anne, MD USA
[2] George Mason Univ, Dept Syst Engn & Operat Res, Fairfax, VA 22030 USA
关键词
chance constraint; multiobjective programming; discrete random variable; fuzzy goal programming; genetic algorithm;
D O I
10.1080/00207160801998934
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper presents a procedure for solving a multiobjective chance-constrained programming problem. Random variables appearing on both sides of the chance constraint are considered as discrete random variables with a known probability distribution. The literature does not contain any deterministic equivalent for solving this type of problem. Therefore, classical multiobjective programming techniques are not directly applicable. In this paper, we use a stochastic simulation technique to handle randomness in chance constraints. A fuzzy goal programming formulation is developed by using a stochastic simulation-based genetic algorithm. The most satisfactory solution is obtained from the highest membership value of each of the membership goals. Two numerical examples demonstrate the feasibility of the proposed approach.
引用
收藏
页码:733 / 742
页数:10
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