A fuzzy-knowledge resource-allocation model of the semiconductor final test industry

作者: Kung-Jeng Wang , Y.-S. Lin , Chen-Fu Chien , J.C. Chen

DOI: 10.1016/J.RCIM.2007.05.004

关键词:

摘要: The operations of the semiconductor final test industry are complicated and characterized by multiple-resource constraints that require simultaneous considerations. One most challenging production-planning decisions in concerns an efficient allocation resources results high manufacturing performance. Firms thus eager to discover resource-allocation knowledge from large databases. This study develops a novel model via extraction fuzzy-business rules databases for obtaining as well allocating efficiently. proposed uses both genetic algorithm find best priority sequence customer orders resource and, accordance with orders, fuzzy-inference allocate determine order-completion times. Experiments showed can significantly reduce task tardiness.

参考文章(14)
James C. Bezdek, A Convergence Theorem for the Fuzzy ISODATA Clustering Algorithms IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 2, pp. 1- 8 ,(1980) , 10.1109/TPAMI.1980.4766964
J.-S.R. Jang, ANFIS: adaptive-network-based fuzzy inference system systems man and cybernetics. ,vol. 23, pp. 665- 685 ,(1993) , 10.1109/21.256541
I-Fang Chung, Cheng-Jian Lin, Chin-Teng Lin, A GA-based fuzzy adaptive learning control network Fuzzy Sets and Systems. ,vol. 112, pp. 65- 84 ,(2000) , 10.1016/S0165-0114(98)00095-5
J.R. Quinlan, Decision trees and decision-making systems man and cybernetics. ,vol. 20, pp. 339- 346 ,(1990) , 10.1109/21.52545
Tomohiro Takagi, Michio Sugeno, Fuzzy identification of systems and its applications to modeling and control systems man and cybernetics. ,vol. 15, pp. 116- 132 ,(1985) , 10.1109/TSMC.1985.6313399
Jei-Zheng Wu, Chen-Fu Chien, Modeling semiconductor testing job scheduling and dynamic testing machine configuration Expert Systems With Applications. ,vol. 35, pp. 485- 496 ,(2008) , 10.1016/J.ESWA.2007.07.026
Dingwei Wang, Shu-Cherng Fang, H.L.W. Nuttle, Soft computing for multicustomer due-date bargaining systems man and cybernetics. ,vol. 29, pp. 566- 575 ,(1999) , 10.1109/5326.798770
MK Tiwari, NK Vidyarthi, None, Solving machine loading problems in a flexible manufacturing system using a genetic algorithm based heuristic approach International Journal of Production Research. ,vol. 38, pp. 3357- 3384 ,(2000) , 10.1080/002075400418298
O. Cordon, F. Herrera, P. Villar, Generating the knowledge base of a fuzzy rule-based system by the genetic learning of the data base IEEE Transactions on Fuzzy Systems. ,vol. 9, pp. 667- 674 ,(2001) , 10.1109/91.940977