A hybrid metaheuristic for the resource-constrained project scheduling problem

被引:69
|
作者
Tseng, Lin-Yu
Chen, Shih-Chieh
机构
[1] Natl Chung Hsing Univ, Dept Comp Sci, Taichung 402, Taiwan
[2] Natl Chung Hsing Univ, Dept Appl Math, Taichung 402, Taiwan
关键词
project scheduling; ant colony optimization; genetic algorithm; local search; metaheuristics;
D O I
10.1016/j.ejor.2005.06.014
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This study presents a hybrid metaheuristic ANGEL for the resource-constrained project scheduling problem (RCPSP). ANGEL combines ant colony optimization (ACO), genetic algorithm (GA) and local search strategy. The procedures of ANGEL are as follows. First, ACO searches the solution space and generates activity lists to provide the initial population for GA. Next, GA is executed and the pheromone set in ACO is updated when GA obtains a better solution. When GA terminates, ACO searches again by using a new pheromone set. ACO and GA search alternately and cooperatively in the solution space. This study also proposes an efficient local search procedure which is applied to yield a better solution when ACO or GA obtains a solution. A final search is applied upon the termination of ACO and GA. The experimental results of ANGEL on the standard sets of the project instances show that ANGEL is an effective method for solving the RCPSP. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:707 / 721
页数:15
相关论文
共 50 条
  • [11] A hybrid metaheuristic method for solving resource constrained project scheduling problem
    Ohiduzzaman Shuvo
    Swajan Golder
    Md. Rafiqul Islam
    Evolutionary Intelligence, 2023, 16 : 519 - 537
  • [12] Resource-constrained project scheduling problem with reworking
    Liao Y.
    Lu Z.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2019, 25 (11): : 2762 - 2774
  • [13] A matheuristic for the resource-constrained project scheduling problem
    Vanhoucke, Mario
    Coelho, Jose
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2024, 319 (03) : 711 - 725
  • [14] A SURVEY ON THE RESOURCE-CONSTRAINED PROJECT SCHEDULING PROBLEM
    OZDAMAR, L
    ULUSOY, G
    IIE TRANSACTIONS, 1995, 27 (05) : 574 - 586
  • [15] Hybrid local search techniques for the resource-constrained project scheduling problem
    Pesek, Igor
    Schaerf, Andrea
    Zerovnik, Janez
    HYBRID METAHEURISTICS, PROCEEDINGS, 2007, 4771 : 57 - +
  • [16] Hybrid ant colony optimization for the resource-constrained project scheduling problem
    Deng, Linyi
    Lin, Yan
    Chen, Ming
    JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2010, 21 (01) : 67 - 71
  • [17] Extensions of the resource-constrained project scheduling problem
    Ding, Hongyan
    Zhuang, Cunbo
    Liu, Jianhua
    AUTOMATION IN CONSTRUCTION, 2023, 153
  • [18] Hybrid ant colony optimization for the resource-constrained project scheduling problem
    Linyi Deng1
    2. State Key Laboratory of Structural Analysis for Industrial Equipment
    JournalofSystemsEngineeringandElectronics, 2010, 21 (01) : 67 - 71
  • [19] A hybrid metaheuristic algorithm for resource-constrained proactive project scheduling with uncertainty-handling effort
    Cui, Xiao
    He, Zhengwen
    Wang, Nengmin
    Zheng, Weibo
    COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 186
  • [20] Multi-objective metaheuristic algorithms for the resource-constrained project scheduling problem with precedence relations
    Gomes, Helton Cristiano
    das Neves, Francisco de Assis
    Freitas Souza, Marcone Jamilson
    COMPUTERS & OPERATIONS RESEARCH, 2014, 44 : 92 - 104