A genetic algorithm for solving economic lot size scheduling problem

被引:45
作者
Sarker, R [1 ]
Newton, C [1 ]
机构
[1] Univ New S Wales, Sch Comp Sci, Operat Res Management Sci Grp, Canberra, ACT 2600, Australia
关键词
batch sizing problem; nonlinear integer program; genetic algorithm;
D O I
10.1016/S0360-8352(02)00027-X
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The purpose of this research is to determine an optimal batch size for a product and purchasing policy of associated raw materials. Like most other practical situation, this manufacturing firm has a limited storage space and transportation fleet of known capacity. The mathematical formulation of the problem indicates that the model is a constrained nonlinear integer program. Considering the complexity of solving such model, we investigate the use of genetic algorithms (GAs) for solving this model. We develop GA code with three different penalty functions usually used for constraint optimizations. The model is also solved using an existing commercial optimization package to compare the solution. The detailed computational results are presented. (C) 2002 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:189 / 198
页数:10
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