An improved PSO algorithm for resource-constrained project scheduling problem

被引:0
|
作者
Luo, Xinggang [1 ,2 ]
Wang, Dingwei [2 ]
Tang, Jianfu [2 ]
Tu, Yiliu [3 ]
机构
[1] Northeastern Univ, Comp Ctr, Shenyang 110004, Peoples R China
[2] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110004, Peoples R China
[3] Univ Calgary, Dept Mechan & Mfg Engn, Calgary, AB, Canada
关键词
resource-constrained; project scheduling; particle swarm optimization;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An improved Particle Swarm Optimization (PSO) algorithm for resource-con strained project scheduling problem is proposed. The particle presentation, encoding scheme and decoding rule of this algorithm are presented. Improvements based on the basic PSO include: the particle swarm is initialized by heuristic rule to improve the quality of particles; inertia weight is self-adapted with iteration of the algorithm to decelerate the speed of particles; crossover mechanism of genetic algorithm are applied to particle swarm to enable the exchange of good characteristics between two particles. Computational results for project instances of PSPLIB demonstrate that this improved PSO is effective compared with other mataheuristic approaches.
引用
收藏
页码:3514 / +
页数:2
相关论文
共 50 条
  • [41] A model for resource-constrained project scheduling using adaptive PSO
    Kumar, Neetesh
    Vidyarthi, Deo Prakash
    SOFT COMPUTING, 2016, 20 (04) : 1565 - 1580
  • [42] A model for resource-constrained project scheduling using adaptive PSO
    Neetesh Kumar
    Deo Prakash Vidyarthi
    Soft Computing, 2016, 20 : 1565 - 1580
  • [43] Research on a resource-constrained project scheduling problem in a hazardous environment and its staffing strategies based on PSO algorithm
    Li, Shuai
    Zhang, Zhicong
    Yan, Xiaohui
    Hu, Kaishun
    Zhao, Shaoyong
    SYSTEMS SCIENCE & CONTROL ENGINEERING, 2018, 6 (01) : 304 - 318
  • [44] A genetic algorithm with resource buffers for the resource-constrained multi-project scheduling problem
    Bredael, Dries
    Vanhoucke, Mario
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2024, 315 (02) : 19 - 34
  • [45] Multidirectional Scheduling Scheme in Resource-Constrained Project Scheduling Problem
    Yoosefzadeh, Hamid R.
    Tareghian, Hamed R.
    Farahi, Mohammad H.
    NAVAL RESEARCH LOGISTICS, 2014, 61 (01) : 44 - 55
  • [46] Flexible resource-constrained resource leveling project scheduling problem
    Yu, Xiao-Guang
    Zhan, De-Chen
    Nie, Lan-Shun
    Chu, Dian-Hui
    Xu, Xiao-Fei
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2010, 16 (09): : 1967 - 1976
  • [47] An improved NSGA-II algorithm for multi-objective resource-constrained project scheduling problem
    Wang F.
    Han M.-C.
    Zhao Y.-Y.
    Zhang H.
    Kongzhi yu Juece/Control and Decision, 2021, 36 (03): : 669 - 676
  • [48] Improved genetic algorithm based on time windows decomposition for solving resource-constrained project scheduling problem
    Hua, Zhengming
    Liu, Zhenyuan
    Yang, Lijing
    Yang, Liu
    AUTOMATION IN CONSTRUCTION, 2022, 142
  • [49] A Genetic Algorithm for the Proactive Resource-Constrained Project Scheduling Problem With Activity Splitting
    Ma, Zhiqiang
    He, Zhengwen
    Wang, Nengmin
    Yang, Zhen
    Demeulemeester, Erik
    IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, 2019, 66 (03) : 459 - 474
  • [50] A Multiagent Evolutionary Algorithm for the Resource-Constrained Project Portfolio Selection and Scheduling Problem
    Shou, Yongyi
    Xiang, Wenwen
    Li, Ying
    Yao, Weijian
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014