Job shop scheduling using fuzzy logic

被引:19
|
作者
Bilkay, O [1 ]
Anlagan, O [1 ]
Kilic, SE [1 ]
机构
[1] Middle E Tech Univ, Dept Mech Engn, IMTRG, TR-06531 Ankara, Turkey
关键词
part type priority; scheduling; FMS; fuzzy logic; dispatching; fuzzy scheduling;
D O I
10.1007/s00170-003-1771-2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In a flexible manufacturing system (FMS) scheduling problems become extremely complex, even for simple breakdowns, when dynamic uncertainties such as machine breakdowns and the uncertain arrival of jobs are taken into consideration. In the first stage of this study, a fuzzy logic-based algorithm for assigning priorities to part types that are to be machined is proposed. In the second stage, an operation-machine allocation and scheduling algorithm is presented. A criteria contribution equalizer is used in decision-making. The proposed algorithm can re-generate the schedule in case of a machine breakdown, and therefore can be used as an on-line controller. The system architecture and linguistic variables are presented and results showed that the proposed algorithm improves the system efficiency.
引用
收藏
页码:606 / 619
页数:14
相关论文
共 50 条
  • [41] The fuzzy job-shop scheduling based on improved genetic algorithm
    Liu, Wen-Yuan
    Chen, Zhi-Ru
    Shi, Yan
    Yang, Hai-Ying
    [J]. PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 3144 - +
  • [42] A Hybrid Cooperative Coevolution Algorithm for Fuzzy Flexible Job Shop Scheduling
    Sun, Lu
    Lin, Lin
    Gen, Mitsuo
    Li, Haojie
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2019, 27 (05) : 1008 - 1022
  • [43] A fuzzy genetic algorithm for real-world job shop scheduling
    Fayad, C
    Petrovic, S
    [J]. INNOVATIONS IN APPLIED ARTIFICIAL INTELLIGENCE, 2005, 3533 : 524 - 533
  • [44] A genetic algorithm for flexible job shop scheduling with fuzzy processing time
    Lei, Deming
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2010, 48 (10) : 2995 - 3013
  • [45] Pareto-optimality approach for flexible job-shop scheduling problems: hybridization of evolutionary algorithms and fuzzy logic
    Kacem, I
    Hammadi, S
    Borne, P
    [J]. MATHEMATICS AND COMPUTERS IN SIMULATION, 2002, 60 (3-5) : 245 - 276
  • [46] MINIMIZATION OF WORK-IN-PROCESS INVENTORY IN HYBRID FLOW SHOP SCHEDULING USING FUZZY LOGIC
    Paul, Sanjoy K.
    Azeem, Abdullahil
    [J]. INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE, 2010, 17 (02): : 115 - 127
  • [47] Holonic job shop scheduling using a multiagent system
    Walker, SS
    Brennan, RW
    Norrie, DH
    [J]. IEEE INTELLIGENT SYSTEMS, 2005, 20 (01): : 50 - 57
  • [48] Job shop scheduling using the clonal selection principle
    Coello, CAC
    Rivera, DC
    Cortés, NC
    [J]. ADAPTIVE COMPUTING IN DESIGN AND MANUFACTURE VI, 2004, : 113 - 124
  • [49] Job-shop scheduling in a body shop
    Schauer, Joachim
    Schwarz, Cornelius
    [J]. JOURNAL OF SCHEDULING, 2013, 16 (02) : 215 - 229
  • [50] Job-shop scheduling using genetic algorithm
    Ying, W
    Bin, L
    [J]. INFORMATION INTELLIGENCE AND SYSTEMS, VOLS 1-4, 1996, : 1994 - 1999