A knowledge-based decision support system for the management of parts and tools in FMS

被引:67
|
作者
Özbayrak, M [1 ]
Bell, R
机构
[1] Brunel Univ, Dept Syst Engn, Uxbridge UB8 3PH, Middx, England
[2] Univ Loughborough, Dept Mfg Engn, Loughborough LE11 3TU, Leics, England
关键词
FMS; DSS; tool management; part scheduling; systems diagnosis; knowledge-based systems;
D O I
10.1016/S0167-9236(02)00128-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Flexible manufacturing systems (FMS) are very complex systems with large part, tool, and information flows. The aim of this work is to develop a knowledge-based decision support system (KBDSS) for short-term scheduling in FMS strongly influenced by the tool management concept to provide a significant operational control tool for a wide range of machining cells, where a high level of flexibility is demanded, with benefits of more efficient cell utilization, greater tool flow control, and a dependable way of rapidly adjusting short-term production requirements. Development of a knowledge-based system to support the decision making process is justified by the inability of decision makers to diagnose efficiently many of the malfunctions that arise at machine, cell, and entire system levels during manufacturing. In this context, this paper proposes three knowledge-based models to ease the decision making process: an expert production scheduling system, a knowledge-based tool management decision support systems, and a tool management fault diagnosis system. The entire system has been created in a hierarchical manner and comprises more than 400 rules. The expert system (ES) was implemented in a commercial expert system shell, Knowledge Engineering System (KES) Production System (PS). (C) 2002 Elsevier Science B.V All rights reserved.
引用
收藏
页码:487 / 515
页数:29
相关论文
共 50 条
  • [31] Knowledge-based decision support by CRITIC
    Xiang, WN
    ENVIRONMENT AND PLANNING B-PLANNING & DESIGN, 1997, 24 (01): : 69 - 79
  • [32] MULTIPERSPECTIVE KNOWLEDGE-BASED DECISION SUPPORT
    HAWGOOD, J
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1987, 38 (12) : 1201 - 1201
  • [33] A building's refurbishment knowledge-based decision support system
    Kaklauskas, Arturas
    Zavadskas, Edmundas Kazimieras
    Galiniene, Birute
    INTERNATIONAL JOURNAL OF ENVIRONMENT AND POLLUTION, 2008, 35 (2-4) : 237 - 249
  • [34] A knowledge-based decision support system for measuring enterprise performance
    Wen, W.
    Chen, Y. H.
    Chen, I. C.
    KNOWLEDGE-BASED SYSTEMS, 2008, 21 (02) : 148 - 163
  • [35] ARIADNE - A KNOWLEDGE-BASED INTERACTIVE SYSTEM FOR PLANNING AND DECISION SUPPORT
    SAGE, AP
    WHITE, CC
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1984, 14 (01): : 35 - 47
  • [36] Research on the knowledge-based decision support system for the safety of rockets
    Wei, Li
    SNPD 2007: Eighth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing, Vol 2, Proceedings, 2007, : 226 - 231
  • [37] A knowledge-based decision support system for shipboard damage control
    Calabrese, F.
    Corallo, A.
    Margherita, A.
    Zizzari, A. A.
    EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (09) : 8204 - 8211
  • [38] A Knowledge-Based Approach for Decision Support System in Additive Manufacturing
    Jarrar, Qussay
    Belkadi, Farouk
    Bernard, Alain
    ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: ARTIFICIAL INTELLIGENCE FOR SUSTAINABLE AND RESILIENT PRODUCTION SYSTEMS, PT V, 2021, 634 : 319 - 327
  • [39] A KNOWLEDGE-BASED DECISION SUPPORT SYSTEM FOR CHINA CABBAGE DISEASES
    Li, Xinxing
    Fu, Zetian
    Zhang, Lingxian
    He, Shi
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2010, 16 (06): : 985 - 994
  • [40] An integrated knowledge-based system for urban planning decision support
    Shan, F
    Xu, LD
    KNOWLEDGE-BASED SYSTEMS, 1997, 10 (02) : 103 - 109