Impact of Encoding and Neighborhood on Landscape Analysis for the Job Shop Scheduling Problem

被引:0
|
作者
Tsogbetse, Israel [1 ]
Bernard, Julien [2 ]
Manier, Herve [1 ]
Manier, Marie-Ange [1 ]
机构
[1] UTBM, CNRS, FEMTO ST, F-90010 Belfort, France
[2] UFC, CNRS, FEMTO ST, F-25000 Besancon, France
来源
IFAC PAPERSONLINE | 2022年 / 55卷 / 10期
关键词
optimization; job shop; encoding; neighborhood; fitness landscape; FITNESS LANDSCAPES; REPRESENTATIONS;
D O I
10.1016/j.ifacol.2022.09.559
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 order to improve the performance of metaheuristics, many studies focus on the efficiency of neighborhood operators and on the hybridization of various methods. Though, the solution encoding scheme has an important role in the search space's definition, their choice is usually made without any relevance study nor valuable justification. Thus, the present paper aims at conducting analysis on fitness landscapes generated by a basic job shop scheduling problem testing three encoding schemes combined with three operators to optimize the makespan scheduling criterion. Through the study of three different metrics, we show that the encoding schemes associated to neighborhood operators play a major role in the structure of the fitness landscape. Copyright (C) 2022 The Authors.
引用
收藏
页码:1237 / 1242
页数:6
相关论文
共 50 条
  • [1] Influence of encoding and neighborhood in landscape analysis and tabu search performance for job shop scheduling problem
    Tsogbetse, Israel
    Bernard, Julien
    Manier, Herve
    Manier, Marie-Ange
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2024, 319 (03) : 739 - 746
  • [2] A New Neighborhood for the Job Shop Scheduling Problem
    Nasiri, Mohammad Mandi
    Kianfar, Farhad
    [J]. MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 1540 - 1544
  • [3] New neighborhood structure for job shop scheduling problem
    Gui, Lin
    Li, Xinyu
    Gao, Liang
    [J]. Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2021, 49 (07): : 103 - 106
  • [4] Global neighborhood algorithm for Job Shop scheduling problem
    Cui, Jian-Shuang
    Li, Tie-Ke
    [J]. Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2009, 15 (07): : 1383 - 1388
  • [5] A new neighborhood structure for the job shop scheduling problem
    Yin, AH
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 2098 - 2101
  • [6] A hybrid heuristic neighborhood algorithm for the job shop scheduling problem
    Cui, Jianshuang
    Li, Tieke
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 6, PROCEEDINGS, 2008, : 412 - 416
  • [7] Landscape regularity and random walks for the job-shop scheduling problem
    Bierwirth, C
    Mattfeld, DC
    Watson, JP
    [J]. EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION, PROCEEDINGS, 2004, 3004 : 21 - 30
  • [8] An improved genetic algorithm with dynamic neighborhood search for job shop scheduling problem
    Hu, Kongfu
    Wang, Lei
    Cai, Jingcao
    Cheng, Long
    [J]. MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2023, 20 (09) : 17407 - 17427
  • [9] A new neighborhood structure for solving the flexible job-shop scheduling problem
    Huang, Xuewen
    Chen, Shaofen
    Zhou, Tianyu
    Sun, Yuting
    [J]. Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 2021, 41 (09): : 2367 - 2378
  • [10] Bilevel neighborhood search hybrid algorithm for the flexible job shop scheduling problem
    School of Mechanical Engineering, University of Jinan, Jinan
    250022, China
    [J]. Jixie Gongcheng Xuebao, 14 (175-184):