Soft computing for multicustomer due-date bargaining

被引:27
作者
Wang, DW [1 ]
Fang, SC [1 ]
Nuttle, HLW [1 ]
机构
[1] N Carolina State Univ, Dept Ind Engn & Operat Res, Raleigh, NC 27695 USA
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS | 1999年 / 29卷 / 04期
基金
中国国家自然科学基金;
关键词
due date assignment; fuzzy optimization; genetic algorithms; JIT; MRP-II; production planning; soft computing;
D O I
10.1109/5326.798770
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The due-date bargainer is a useful tool to support negotiation on due dates between a manufacturer and its customers. To improve the computational performance of an earlier version of the due-date bargainer, we present a new soft computing approach. It uses a genetic algorithm to find the best priority sequence of customer orders for resource allocation and fuzzy logic operations to allocate the resources and determine the order-completion times, following the priority sequence of orders. To extend the due-date bargainer to accommodate bargaining with several customers at the same time, we propose a method to distribute the total penalty using marginal penalties for the individual bargainers. A demonstration software package implementing the improved due-date bargainer has been developed. It is targeted at apparel manufacturing enterprises. Experiments using realistic resource data and randomly generated orders have achieved satisfactory results.
引用
收藏
页码:566 / 575
页数:10
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