Multicriteria scheduling using fuzzy theory and tabu search

被引:16
|
作者
Lee, HT [1 ]
Chen, SH
Kang, HY
机构
[1] Natl Chin Yi Univ Technol, Dept Ind Engn & Management, Taichung Cty 411, Taiwan
[2] Natl Cheng Kung Univ, Dept Transportat & Commun Management Sci, Tainan 600, Taiwan
关键词
D O I
10.1080/00207540110098832
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Scheduling problems are frequently encountered in manufacturing systems. The results of job scheduling can have a great impact on the throughputs of systems. To maintain a high level of productivity of the systems, many objectives have to be taken into account simultaneously while evaluating the results of a scheduling arrangement. Unfortunately, in the high-dimension environment of considering these objectives, the performance evaluation over the criteria of interest becomes rather vague. Thus, it is very difficult to apply the traditional numerical methods to construct the models, though the measurement of these may not be fully compatible with the criteria of the scheduling problems. In this paper, the linguistic values of fuzzy set theory are introduced to evaluate each criterion and to represent its relative weight for the schedules of a multicriteria environment. The basic operations for the triangular fuzzy numbers and the calculations for obtaining the ranking of each aggregated linguistic evaluation for the quality of the schedule are explained clearly. According to the complex property of scheduling problems, a heuristic approach of tabu search is applied to solve the problems. The basic mechanism and spirits of the tabu search are also interpreted here. The overall procedure of the proposed approach is addressed by a numerical example. The aim is to propose an approach that can more easily apply the multicriteria technique.
引用
收藏
页码:1221 / 1234
页数:14
相关论文
共 50 条
  • [21] A Sort & Search method for multicriteria optimization problems with applications to scheduling theory
    Shang, Lei
    T'Kindt, Vincent
    JOURNAL OF MULTI-CRITERIA DECISION ANALYSIS, 2019, 26 (1-2) : 84 - 90
  • [22] A tabu search approach to machine scheduling
    Valls, V
    Perez, MA
    Quintanilla, MS
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1998, 106 (2-3) : 277 - 300
  • [23] Advanced planning and scheduling based on the constraint theory and improved tabu search algorithm
    Zheng J.
    Mi X.
    Liao H.
    Recent Patents on Engineering, 2020, 14 (02) : 221 - 228
  • [24] Design of fuzzy logic controllers using tabu search algorithm
    Karaboga, D
    1996 BIENNIAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS, 1996, : 489 - 491
  • [25] Tabu search for fuzzy optimization and applications
    Li, CG
    Liao, XF
    Yu, JB
    INFORMATION SCIENCES, 2004, 158 : 3 - 13
  • [26] Task tree scheduling onto linear arrays using tabu search
    Dhodhi, MK
    Ahmad, I
    IEE PROCEEDINGS-COMPUTERS AND DIGITAL TECHNIQUES, 1997, 144 (05): : 317 - 323
  • [27] Improving scheduling of scientific workflows using tabu search for computational grids
    Software Technologies Group, TIFAC Core in Network Engineering, AKCE, India
    Information Technology Journal, 2008, 7 (01) : 91 - 97
  • [28] Practical Train Crew Scheduling Problems Using Parallel Tabu Search
    Kokubo, Tatsuya
    Fukuyama, Yoshikazu
    2018 57TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE), 2018, : 1673 - 1678
  • [29] Graph Coloring Tabu Search for Project Scheduling
    Zufferey, Nicolas
    ADVANCED COMPUTATIONAL METHODS FOR KNOWLEDGE ENGINEERING, 2015, 358 : 107 - 118
  • [30] A tabu search algorithm for satellite imaging scheduling
    Lin, WC
    Liao, DY
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 1601 - 1606