Intelligent decision support for flexible manufacturing: Design and implementation of a knowledge-based simulator

被引:6
作者
Pflughoeft, KA [1 ]
Hutchinson, GK [1 ]
Nazareth, DL [1 ]
机构
[1] UNIV TEXAS,EL PASO,TX 79968
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 1996年 / 24卷 / 03期
关键词
flexible manufacturing; learning; simulation;
D O I
10.1016/0305-0483(96)00004-7
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
There is considerable research in decision making for the flexible manufacturing systems (FMS) domain. Much of it tends to be fragmentary due to differences in assumptions, constraints, modeling techniques and solution strategies. This paper suggests a common basis for support of FMS decision making as an attempt to alleviate these problems, It describes the architecture of an intelligent knowledge-based simulator KBSim, that provides systematic FMS research capability. KBSim is applied to an industrial FMS scheduling problem to reduce both mean how time and tardiness when compared to several common scheduling heuristics, It is also used in a research-oriented modified job shop scheduling application. In both cases, it outperformed traditional decision making heuristics, Its efficiency, ease of use, and portability suggest that KBSim will prove useful in the automation of adaptive system control, facilitating periodic review of FMS decisions, and giving management a competitive edge. Copyright (C) 1996 Elsevier Science Ltd.
引用
收藏
页码:347 / 360
页数:14
相关论文
共 23 条
[1]   DSS DESIGN - A SYSTEMIC VIEW OF DECISION SUPPORT [J].
ARIAV, G ;
GINZBERG, MJ .
COMMUNICATIONS OF THE ACM, 1985, 28 (10) :1045-1052
[2]  
CLEMENTSON AT, 1990, STANDARD CONTROL SIM
[3]  
COURTNEY JF, 1983, DECISION SCI, V13, P419
[4]  
FISCHER H, 1963, IND SCHEDULING
[5]  
FOX MJ, 1983, THESIS CARNEGIE MELL
[6]   A REVIEW OF PRODUCTION SCHEDULING [J].
GRAVES, SC .
OPERATIONS RESEARCH, 1981, 29 (04) :646-675
[7]  
HAUPT R, 1989, OR SPEKTRUM, V11, P3
[8]  
Hutchinson G. K., 1991, Production Planning and Control, V2, P110, DOI 10.1080/09537289108919337
[9]   FLEXIBLE PROCESS PLANS - THEIR VALUE IN FLEXIBLE AUTOMATION SYSTEMS [J].
HUTCHINSON, GK ;
PFLUGHOEFT, KA .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1994, 32 (03) :707-719
[10]  
HUTCHINSON GK, 1991, P 1991 NSF DES MAN S, P1051