KNOWLEDGE-BASED DECISION-MAKING FOR JOB SHOP SCHEDULING

被引:4
|
作者
VANDERPLUYM, B
机构
[1] Knowledge Rased Systems Group, Faculty of Technical Mathematics and Informatics, Technical University of Delft, Delft, Julianalaan 132
关键词
D O I
10.1080/09511929008944466
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper an approach to on-line job shop scheduling is described in which a knowledge-based system for analysis and decision-making and a dynamic scheduler for simulating dispatching strategies into a workplan, are combined. How relevant events originating from the shopfloor or higher hierarchical levels of the factory can be analysed by a knowledge-based system is investigated to determine if the current workplan or schedule should be modified. Secondly, in finding a new sub-optimal schedule the knowledge-based system selects priority rules to be used by the scheduler and evaluates the resulting schedule to explicit criteria which are represented in rules and therefore easily modifiable to the manufacturing environment. Some of the methods used by the current prototype system are described and some results of the knowledge acquisition are presented. The knowledge-based system will be part of a production control system that is under development in ESPRIT Project 809. The control system will be used in a real manufacturing cell.
引用
收藏
页码:354 / 363
页数:10
相关论文
共 50 条
  • [21] PREFERENCE-BASED DECISION-MAKING FOR COOPERATIVE KNOWLEDGE-BASED SYSTEMS
    WONG, STC
    [J]. ACM TRANSACTIONS ON INFORMATION SYSTEMS, 1994, 12 (04) : 407 - 435
  • [22] KNOWLEDGE-BASED DECISION SUPPORT SYSTEMS FOR MANUFACTURING DECISION-MAKING - THE PIRELLI EXPERIENCE
    GUIDA, M
    MARCHESI, P
    BASAGLIA, G
    [J]. INFORMATION AND DECISION TECHNOLOGIES, 1992, 18 (05): : 347 - 361
  • [23] A Knowledge-Based Multiobjective Memetic Algorithm for Green Job Shop Scheduling With Variable Machining Speeds
    Lu, Chao
    Zhang, Biao
    Gao, Liang
    Yi, Jin
    Mou, Jianhui
    [J]. IEEE SYSTEMS JOURNAL, 2022, 16 (01): : 844 - 855
  • [24] Knowledge-Based Reinforcement Learning and Estimation of Distribution Algorithm for Flexible Job Shop Scheduling Problem
    Du, Yu
    Li, Jun-qing
    Chen, Xiao-long
    Duan, Pei-yong
    Pan, Quan-ke
    [J]. IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE, 2023, 7 (04): : 1036 - 1050
  • [25] Decision-making Model for Job Shop Scheduling with Fuzzy Processing Parameters in Green Manufacturing and Its Algorithms
    Liaocheng University, Shandong 252059, China
    不详
    [J]. Zhongguo Jixie Gongcheng, 2006, 13 (1371-1374):
  • [26] A KNOWLEDGE-BASED APPROACH FOR IMPROVING INFORMATION AND DECISION-MAKING IN A SMALL BUSINESS
    MAY, JH
    SPANGLER, WE
    WENDELL, RE
    ZAUN, HU
    [J]. INFORMATION & MANAGEMENT, 1991, 21 (03) : 177 - 189
  • [27] A Knowledge-based Agility Evaluation Method on Emergency Decision-making Support
    Wang, Qingquan
    Rong, Lili
    Yu, Kai
    [J]. THEORY AND PRACTICE OF RISK ANALYSIS AND CRISIS RESPONSE, PROCEEDINGS, 2008, : 163 - 168
  • [28] Decision-making on pipe stress analysis enabled by knowledge-based systems
    Matías Alvarado
    Miguel A. Rodríguez-Toral
    Armando Rosas
    Sergio Ayala
    [J]. Knowledge and Information Systems, 2007, 12 : 255 - 278
  • [29] Towards a knowledge-based approach for effective decision-making in railway safety
    Garcia-Perez, Alexeis
    Shaikh, Siraj A.
    Kalutarage, Harsha K.
    Jahantab, Mahsa
    [J]. JOURNAL OF KNOWLEDGE MANAGEMENT, 2015, 19 (03) : 641 - 659
  • [30] Decision-making on pipe stress analysis enabled by knowledge-based systems
    Alvarado, Matias
    Rodriguez-Toral, Miguel A.
    Rosas, Armando
    Ayala, Sergio
    [J]. KNOWLEDGE AND INFORMATION SYSTEMS, 2007, 12 (02) : 255 - 278