An alternative framework to Lagrangian relaxation approach for job shop scheduling

被引:74
作者
Chen, HX [1 ]
Luh, PB [1 ]
机构
[1] Univ Connecticut, Dept Elect & Comp Engn, Storrs, CT 06269 USA
基金
美国国家科学基金会;
关键词
scheduling; job shops; lagrangian relaxation; manufacturing systems;
D O I
10.1016/S0377-2217(02)00470-8
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
A new Lagrangian relaxation (LR) approach is developed for job shop scheduling problems. In the approach, operation precedence constraints rather than machine capacity constraints are relaxed. The relaxed problem is decomposed into single or parallel machine scheduling subproblems. These subproblems, which are NP-complete in general, are approximately solved by using fast heuristic algorithms. The dual problem is solved by using a recently developed "surrogate subgradient method" that allows approximate optimization of the subproblems. Since the algorithms for subproblems do not depend on the time horizon of the scheduling problems and are very fast, our new LR approach is efficient, particularly for large problems with long time horizons. For these problems, the machine decomposition-based LR approach requires much less memory and computation time as compared to a part decomposition-based approach as demonstrated by numerical testing. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:499 / 512
页数:14
相关论文
共 20 条
[1]   THE SHIFTING BOTTLENECK PROCEDURE FOR JOB SHOP SCHEDULING [J].
ADAMS, J ;
BALAS, E ;
ZAWACK, D .
MANAGEMENT SCIENCE, 1988, 34 (03) :391-401
[2]   A STATE-OF-THE-ART SURVEY OF DISPATCHING RULES FOR MANUFACTURING JOB SHOP OPERATIONS [J].
BLACKSTONE, JH ;
PHILLIPS, DT ;
HOGG, GL .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1982, 20 (01) :27-45
[3]   AN ALGORITHM FOR SOLVING THE JOB-SHOP PROBLEM [J].
CARLIER, J ;
PINSON, E .
MANAGEMENT SCIENCE, 1989, 35 (02) :164-176
[4]   An improvement of the Lagrangean relaxation approach for job shop scheduling: A dynamic programming method [J].
Chen, HX ;
Chu, CB ;
Proth, JM .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1998, 14 (05) :786-795
[5]   Solving parallel machine scheduling problems by column generation [J].
Chen, ZL ;
Powell, WB .
INFORMS JOURNAL ON COMPUTING, 1999, 11 (01) :78-94
[6]  
Dell'Amico M., 1993, Annals of Operations Research, V41, P231, DOI 10.1007/BF02023076
[7]  
FALKENAUER E, 1991, IEEE INT C ROB AUT S, P824
[8]  
FANG HL, 1993, PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON GENETIC ALGORITHMS, P375
[9]  
FISHER H, 1963, IND SCHEDULING
[10]   A PRACTICAL APPROACH TO JOB-SHOP SCHEDULING PROBLEMS [J].
HOITOMT, DJ ;
LUH, PB ;
PATTIPATI, KR .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1993, 9 (01) :1-13