PARTICLE SWARM OPTIMIZATION ALGORITHM FOR THE PREPACK OPTIMIZATION PROBLEM

被引:2
|
作者
Agharezaei, Sajjad [1 ]
Falamarzi, Mehdi [1 ]
机构
[1] Qom Univ Technol, Qom, Iran
关键词
particle swarm optimization; algorithm; packing problems; Prepack optimization; meta-heuristics; NEURAL-NETWORK; PSO; SYSTEM;
D O I
10.24818/18423264/53.2.19.17
中图分类号
F [经济];
学科分类号
02 ;
摘要
Packing problem is one of the most well-known problems in inventory control situations. There are some methods for solving such problems one of which is the meta-heuristic algorithm. The PSO method is a procedure that solves problems with a heuristic procedure. In this study, some realistic assumptions are considered and each particle has its speed. Then, these particles transfer in the solution space, and after every iteration, fitness function for each particle is calculated. We intend to solve the packaging problem by using PSO in this investigation. It is considered that the operable cost in this problem is considerable. In this case, we have the instance of the warehouse that should manage a wide range of various shops, requiring a given group of items. Consequently, this paper is solved a Mixed-integer linear programming problem for the pre-pack optimization problem and results shows the presented method could reduce the optimal amount in reasonable time effort.
引用
收藏
页码:289 / 307
页数:19
相关论文
共 50 条
  • [1] Stochastic optimization problem through particle swarm optimization algorithm
    He, Fangguo
    Chen, Wenlue
    [J]. NSWCTC 2009: INTERNATIONAL CONFERENCE ON NETWORKS SECURITY, WIRELESS COMMUNICATIONS AND TRUSTED COMPUTING, VOL 2, PROCEEDINGS, 2009, : 692 - 695
  • [2] Hybrid Quantum Particle Swarm Optimization Algorithm for Combinatorial Optimization Problem
    Wang, Jiahai
    Zhou, Yalan
    [J]. GECCO 2007: GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, VOL 1 AND 2, 2007, : 185 - 185
  • [3] Modified particle swarm optimization algorithm for engineering structural optimization problem
    Ren Yanzhi
    Liu Sanyang
    [J]. 2017 13TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2017, : 504 - 507
  • [4] A Modified Particle Swarm Optimization Algorithm for Reliability Redundancy Optimization Problem
    Liu, Yubao
    Qin, Guihe
    [J]. JOURNAL OF COMPUTERS, 2014, 9 (09) : 2124 - 2131
  • [5] AN IMPROVED PARTICLE SWARM ALGORITHM FOR CONSTRAINED OPTIMIZATION PROBLEM
    Hu, Kang
    Zhang, Guo-Li
    Xiong, Bo
    [J]. PROCEEDINGS OF 2018 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), VOL 2, 2018, : 393 - 398
  • [6] Particle swarm optimization algorithm for the berth allocation problem
    Ting, Ching-Jung
    Wu, Kun-Chih
    Chou, Hao
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (04) : 1543 - 1550
  • [7] A modified particle swarm optimization algorithm for location problem
    Osinuga, I. A.
    Bolarinwa, A. A.
    Kazakovtsev, L. A.
    [J]. INTERNATIONAL WORKSHOP ADVANCED TECHNOLOGIES IN MATERIAL SCIENCE, MECHANICAL AND AUTOMATION ENGINEERING - MIP: ENGINEERING - 2019, 2019, 537
  • [8] Particle Swarm Optimization Algorithm for Quadratic Assignment Problem
    Lv Congying
    Zhao Huanping
    Yang Xinfeng
    [J]. 2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 1728 - 1731
  • [9] Migration algorithm of particle swarm optimization for a scheduling problem
    Hernane, S.
    Hernane, Y.
    Benyettou, M.
    [J]. Journal of Applied Sciences, 2010, 10 (08) : 699 - 703
  • [10] Particle Swarm Optimization Algorithm
    Zhou, Feihong
    Liao, Zizhen
    [J]. SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, PTS 1-4, 2013, 303-306 : 1369 - +