Optimization of a Spare Parts Distribution System Using a Genetic Algorithm

被引:0
|
作者
Rybickova, Alena [1 ]
Mockova, Denisa [1 ]
Karaskova, Adela [1 ]
Brodsky, Jakub [1 ]
机构
[1] Czech Tech Czech Tech Univ Prague, Fac Transportat Sci, Prague, Czech Republic
关键词
FACILITY LOCATION PROBLEM;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we focus on the system of the spare parts distribution for authorised garages in the Czech republic and its optimization based on genetic algorithm. Real world problem of garages supply consists of the design of the optimal location of distribution depots and the design of routes that are used for everyday delivery of spare parts. Both of these sub-problems that belong to NP-hard problems are solved separately using genetic algorithm. In the facility location problem, the set of customers, set of potential locations of facilities and distances for all their combinations are given and our goal is to select location of facilities with the minimum costs based on chosen criterion. In the second part of the optimization the vehicle routing problem is solved where the goal is to determine the routes described as a sequence of customers visited on this route. Every route starts and ends in the depot and is limited by capacity of the vehicle. Homogeneous fleet was used in this problem.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Joint optimization of preventive maintenance and spare parts inventory using genetic algorithms and particle swarm optimization algorithm
    Samal N.K.
    Pratihar D.K.
    International Journal of System Assurance Engineering and Management, 2015, 6 (3) : 248 - 258
  • [2] Spare parts Support Model optimization algorithm
    Gao, Jianjun
    Jiang, Liqiang
    Guo, Qiang
    Huang, Lipo
    Han, Jincheng
    INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY, PTS 1-4, 2013, 263-266 : 2291 - 2294
  • [3] Joint optimization of spare parts inventory and maintenance policies using genetic algorithms
    M. Ali Ilgin
    Semra Tunali
    The International Journal of Advanced Manufacturing Technology, 2007, 34 : 594 - 604
  • [4] Joint optimization of spare parts inventory and maintenance policies using genetic algorithms
    Ilgin, M. Ali
    Tunali, Semra
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2007, 34 (5-6): : 594 - 604
  • [5] OPTIMIZATION OF SPARE PARTS IN A MULTILEVEL MAINTENANCE SYSTEM
    KOSTIC, S
    PENDIC, Z
    ENGINEERING COSTS AND PRODUCTION ECONOMICS, 1990, 20 (01): : 93 - 99
  • [6] THE DISTRIBUTION OF SPARE PARTS
    HOLLIER, RH
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1980, 18 (06) : 665 - 675
  • [7] Spare parts support optimization algorithm based on support degree
    Gao, Jian-Jun
    Jiang, Li-Qiang
    Guo, Qian
    Han, Jin-Cheng
    Zhao, Rui-Feng
    wang, Chun
    Telkomnika - Indonesian Journal of Electrical Engineering, 2013, 11 (08): : 4393 - 4398
  • [8] Model of spare parts optimization based on estimation of distribution algorithms
    Liu, Xin-Liang
    Zhang, Tao
    Guo, Bo
    Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 2009, 29 (02): : 144 - 150
  • [9] Water Distribution System Optimization Using Genetic Simulated Annealing Algorithm
    Shu, Shihu
    INTELLIGENT COMPUTING AND INFORMATION SCIENCE, PT II, 2011, 135 : 656 - 661
  • [10] Spare parts stocking analysis using genetic programming
    Ghaddar, Bissan
    Sakr, Nizar
    Asiedu, Yaw
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 252 (01) : 136 - 144