Title :
Soft computing for multicustomer due-date bargaining
Author :
Dingwei Wang ; Shu-Cherng Fang ; Nuttle, H.L.W.
Author_Institution :
Dept. of Syst. Eng., Northeastern Univ., Shenyang, China
Abstract :
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.
Keywords :
computer aided production planning; fuzzy logic; genetic algorithms; manufacturing resources planning; negotiation support systems; resource allocation; software performance evaluation; textile industry; JIT; MRP-II; apparel manufacturing enterprises; computational performance; customer order priority sequence; demonstration software package; due-date assignment; fuzzy logic operations; fuzzy optimization; genetic algorithm; just-in-time operations; manufacturer-customer negotiation; manufacturing resource planning; marginal penalties; multicustomer due-date bargaining; order completion times; penalty distribution; production planning; randomly generated orders; resource allocation; soft computing; Availability; Costs; Fuzzy logic; Genetic algorithms; Manufacturing; Marketing and sales; Production planning; Resource management; Software packages; Supply chain management;
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
DOI :
10.1109/5326.798770