Genetic multi-criteria approach to flexible line scheduling

被引：19
|
作者：
Fanti, MP [1 ]
Maione, B [1 ]
Naso, D [1 ]
Turchiano, B [1 ]
机构：
[1] Politecn Bari, Dipartimento Elettrotecn & Elettron, I-70125 Bari, Italy
来源：
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING | 1998年 / 19卷 / 1-2期
关键词：
flexible flow lines; fuzzy sets; genetic algorithms; multi-criteria; decision making;
D O I：
10.1016/S0888-613X(98)00014-0
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Job scheduling in flexible production systems is a complex task even for simple cases. This paper deals with this problem using fuzzy set theory and genetic algorithms. Fuzzy techniques allow us to define global performance measures expressing different and often conflicting objectives of the production. Moreover, according to a fuzzy multi-criteria algorithm, we propose a methodology to combine various heuristics, with different weights, in a single dispatching criterion. A genetic optimization process selects the weights guaranteeing good system performances. A case study and some extensive simulations show the efficiency of the methodology. (C) 1998 Elsevier Science Inc. All rights reserved.
引用
收藏
页码：5 / 21
页数：17
相关论文
共 50 条
  • [21] A multi-criteria decision making approach for the selection of a flexible packaging equipment
    Cristea, Ciprian
    Cristea, Maria
    4TH INTERNATIONAL CONFERENCE ON COMPUTING AND SOLUTIONS IN MANUFACTURING ENGINEERING 2016 - COSME'16, 2017, 94
  • [22] Multi-objective workflow scheduling scheme: a multi-criteria decision making approach
    Madhu Sudan Kumar
    Abhinav Tomar
    Prasanta K. Jana
    Journal of Ambient Intelligence and Humanized Computing, 2021, 12 : 10789 - 10808
  • [23] A mathematical model of a multi-criteria parallel machine scheduling problem: A genetic algorithm
    Department of Industrial Engineering, Faculty of Engineering, University of Tehran, P.O. Box 11365/4563, Tehran, Iran
    Int. J. Eng. Trans. A Basics, 2006, 1 (79-86):
  • [24] A MATHEMATICAL MODEL OF A MULTI-CRITERIA PARALLEL MACHINE SCHEDULING PROBLEM: A GENETIC ALGORITHM
    Tavakkoli-Moghaddam, R.
    Jolai, F.
    Khodadadeghan, Y.
    Haghnevis, M.
    INTERNATIONAL JOURNAL OF ENGINEERING, 2006, 19 (01): : 79 - 86
  • [25] Multi-objective workflow scheduling scheme: a multi-criteria decision making approach
    Kumar, Madhu Sudan
    Tomar, Abhinav
    Jana, Prasanta K.
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2021, 12 (12) : 10789 - 10808
  • [26] Multi-criteria dynamic scheduling and simulation-based control in flexible manufacturing systems
    Shnits, B.
    Sinreich, D.
    INTERNATIONAL CONFERENCE ON INDUSTRIAL LOGISTICS (ICIL 2008): LOGISTICS IN A FLAT WORLD: STRATEGY, MANAGEMENT AND OPERATIONS, 2008, : 181 - 189
  • [27] Multi-criteria evaluation methods in the production scheduling
    Kalinowski, K.
    Krenczyk, D.
    Paprocka, I.
    Kempa, W.
    Grabowik, C.
    MODTECH INTERNATIONAL CONFERENCE - MODERN TECHNOLOGIES IN INDUSTRIAL ENGINEERING IV, PTS 1-7, 2016, 145
  • [28] A multi-criteria model for maintenance job scheduling
    Ogunwolu, Oladimeji F.
    Oke, Sunday A.
    Popoola, Oluwatoyin P.
    MAEJO INTERNATIONAL JOURNAL OF SCIENCE AND TECHNOLOGY, 2008, 2 (01) : 1 - 12
  • [29] A multi-criteria cross-docking scheduling with just-in-time approach
    A. R. Boloori Arabani
    S. M. T. Fatemi Ghomi
    M. Zandieh
    The International Journal of Advanced Manufacturing Technology, 2010, 49 : 741 - 756
  • [30] A multi-criteria cross-docking scheduling with just-in-time approach
    Arabani, A. R. Boloori
    Ghomi, S. M. T. Fatemi
    Zandieh, M.
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2010, 49 (5-8): : 741 - 756
12345