MINIMIZING FLOW TIME VARIANCE IN A SINGLE-MACHINE SYSTEM USING GENETIC ALGORITHMS

被引:71
作者
GUPTA, MC
GUPTA, YP
KUMAR, A
机构
[1] UNIV COLORADO DENVER,COLL BUSINESS & ADM,CAMPUS BOX 165,POB 173364,DENVER,CO 80217
[2] UNIV LOUISVILLE,DEPT MANAGEMENT,LOUISVILLE,KY 40292
[3] UNIV LOUISVILLE,DEPT ENGN MATH & COMP SCI,LOUISVILLE,KY 40292
关键词
SINGLE MACHINE SYSTEM; SCHEDULING; FLOW TIME VARIANCE; GENETIC ALGORITHMS; EXPERIMENTAL DESIGN;
D O I
10.1016/0377-2217(93)90240-N
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we address an n-job, single machine scheduling problem with an objective to minimize the flow time variance. We propose heuristic procedure based on genetic algorithms with the potential to address more generalized objective function such as weighted flow time variance. The development and implementation of the algorithm is supported with literature review and statistical analysis of the results, Some general guidelines to select the parameter values of the genetic algorithm are also developed using an experimental design approach.
引用
收藏
页码:289 / 303
页数:15
相关论文
共 43 条
[31]   VARIANCE MINIMIZATION IN SINGLE MACHINE SEQUENCING PROBLEMS [J].
MERTEN, AG ;
MULLER, ME .
MANAGEMENT SCIENCE SERIES A-THEORY, 1972, 18 (09) :518-528
[32]   EVOLUTION ALGORITHMS IN COMBINATORIAL OPTIMIZATION [J].
MUHLENBEIN, H ;
GORGESSCHLEUTER, M ;
KRAMER, O .
PARALLEL COMPUTING, 1988, 7 (01) :65-85
[33]  
NAKANO R, 1991, 4TH P INT C GEN ALG, P474
[34]  
OLIVER LM, 1982, 2ND P INT C GEN ALG
[35]  
SCHAFFER JD, 1989, 3RD P INT C GEN ALG
[36]   MINIMIZING TIME-IN-SYSTEM VARIANCE FOR A FINITE JOBSET [J].
SCHRAGE, L .
MANAGEMENT SCIENCE SERIES A-THEORY, 1975, 21 (05) :540-543
[37]  
SMITH D, 1ST P INT C GEN ALG
[38]  
SUH OY, 1987, 4TH P INT C GEN ALG, P100
[39]  
SYSWERDA G, 1991, HDB GENETIC ALGORITH
[40]  
ULDER NLJ, 1991, 1ST P INT WORKSH PAR, P109