A genetic algorithm for dynamic advanced planning and scheduling (DAPS) with a frozen interval

被引:27
作者
Chen, K. J. [1 ]
Ji, P.
机构
[1] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Kowloon, Hong Kong, Peoples R China
[2] Fuzhou Univ, Sch Management, Fuzhou 350002, Peoples R China
关键词
genetic algorithm; dynamic advanced planning and scheduling; frozen interval;
D O I
10.1016/j.eswa.2006.08.025
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper investigates a dynamic advanced planning and scheduling (DAPS) problem where new orders arrive on a continuous basis. A periodic policy with a frozen interval is adopted to increase stability on the shop floor. A genetic algorithm is developed to find a schedule such that both production idle time and penalties on tardiness and earliness of both original orders and new orders are minimized at each rescheduling point. The proposed methodology is tested on a series of examples. A representative example is illustrated to indicate that the suggested approach can improve the schedule stability while retaining efficiency. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1004 / 1010
页数:7
相关论文
共 21 条
[1]  
Bean J. C., 1994, ORSA Journal on Computing, V6, P154, DOI 10.1287/ijoc.6.2.154
[2]   MATCHUP SCHEDULING WITH MULTIPLE RESOURCES, RELEASE DATES AND DISRUPTIONS [J].
BEAN, JC ;
BIRGE, JR ;
MITTENTHAL, J ;
NOON, CE .
OPERATIONS RESEARCH, 1991, 39 (03) :470-483
[3]   Production Scheduling and Rescheduling with Genetic Algorithms [J].
Bierwirth, Christian ;
Mattfeld, Dirk C. .
EVOLUTIONARY COMPUTATION, 1999, 7 (01) :1-17
[4]   SCHEDULING FLEXIBLE FLOW SHOPS WITH NO SETUP EFFECTS [J].
CHANG, SC ;
LIAO, DY .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1994, 10 (02) :112-122
[5]  
Chen KJ, 2004, ADVANCES IN E-ENGINEERING AND DIGITAL ENTERPRISE TECHNOLOGY-I, PROCEEDINGS, P145
[6]   A tutorial survey of job-shop scheduling problems using genetic algorithms .1. Representation [J].
Cheng, RW ;
Gen, M ;
Tsujimura, Y .
COMPUTERS & INDUSTRIAL ENGINEERING, 1996, 30 (04) :983-997
[7]   A tutorial survey of job-shop scheduling problems using genetic algorithms: Part II. Hybrid genetic search strategies [J].
Cheng, RW ;
Gen, M ;
Tsujimura, Y .
COMPUTERS & INDUSTRIAL ENGINEERING, 1999, 37 (1-2) :51-55
[8]  
Goldberg D.E, 1989, GENETIC ALGORITHMS S
[9]  
HADJALOUANE AB, 1997, OPER RES, V45, P92, DOI DOI 10.1287/OPRE.45.1.92
[10]   Rescheduling for new orders [J].
Hall, NG ;
Potts, CN .
OPERATIONS RESEARCH, 2004, 52 (03) :440-453