A model for priority processing of orders based on Genetic Algorithm and Membership Function

被引:0
作者
Zhang, Fan [2 ]
Zhang, Yuan-Biao [1 ]
Yu, Jian-Zhang [2 ]
Wang, Jian-Bo [2 ]
机构
[1] Jinan Univ Zhuhai, Packaging Engn Inst, Zhuhai 519070, Guangdong, Peoples R China
[2] Jinan Univ, Math Modeling Innovat Practice Base, Zhuhai, Peoples R China
来源
ADVANCED MEASUREMENT AND TEST, PARTS 1 AND 2 | 2010年 / 439-440卷
关键词
Genetic Algorithm; Membership function; Nonlinear programming; priority processing; RCPSP;
D O I
10.4028/www.scientific.net/KEM.439-440.202
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Order arrangement is always the headache thing for manufacturers even in this high-tech modern society. Hence, this paper manages to construct a nonlinear 0-1 programming mathematical model in search of optimal solution of minimizing the cost of default. And we make an attempt to apply Genetic Algorithm in accordance with this NP-hard problem. In designing the algorithm, we propose an encoding method based both on orders and working procedure, adopt Roulette Wheel method to select the next generation, and embed crossover and mutation to avoid the common defect of premature convergence. Noticing that firms would have various psychological preferences towards different orders, we introduce Membership Function to characterize the priority of orders by comprehensively concern processing complexity, urgency and revenue of orders.
引用
收藏
页码:202 / +
页数:2
相关论文
共 9 条
[1]   A linear programming and constraint propagation-based lower bound for the RCPSP [J].
Brucker, P ;
Knust, S .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2000, 127 (02) :355-362
[2]   Linear programming based algorithms for preemptive and non-preemptive RCPSP [J].
Damay, Jean ;
Quilliot, Alain ;
Sanlaville, Eric .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 182 (03) :1012-1022
[3]  
DU AP, 2004, CHINA MECH ENG, P1126
[4]  
HE JH, 2002, RES PRODUCTION SCHED
[5]  
LI X, 2009, LOGISTICS SCI TECH, V7, P50
[6]  
QI CY, 2007, SCI TECHNOLOGY INNOV, V34, P127
[7]  
YANG SD, 2008, NETWORK INFORM, V27, P60
[8]  
Yu XiaoLin Yu XiaoLin, 2009, China Vegetables, P17
[9]  
ZHANG XH, 2002, NEW TECHNOLOGY NEW P, V3, P2