Resource allocation by genetic algorithm with fuzzy inference

被引:10
|
作者
Wang, Kung-Jeng
Lin, Y. S.
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Ind Management, Taipei 106, Taiwan
[2] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 300, Taiwan
关键词
resource allocation; genetic algorithms; fuzzy inference;
D O I
10.1016/j.eswa.2006.08.013
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Assuming that a make-to-order manufacturing company has customer orders, the addressed capacity allocation problem is a due-date assignment problem for multiple manufacturing resources. The purpose of this study is to develop an intelligent resource allocation model using genetic algorithm and fuzzy inference for reducing lateness of orders with specific due dates. While the genetic algorithm is responsible for arranging and selecting the sequence of orders, the fuzzy inference module conveys how resources are allocated to each order. Experimental results showed that the proposed model has solved the capacity allocation problem efficiently. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1025 / 1035
页数:11
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