Optimization of Warehouse Layout Based on Genetic Algorithm and Simulation Technique

被引:0
|
作者
Pan, Changhong [1 ]
Yu, Shaozheng [1 ]
Du, Xiaojing [1 ]
机构
[1] Dalian Neusoft Univ Informat, Dalian 116023, Peoples R China
关键词
warehouse; layout planning; genetic algorithm; simulation;
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
In order to improve the layout planning in warehouse, mathematical model and simulation model are built on the basis of traditional system layout planning (SLP) method. Because of the low efficiency of simulation calculation, this paper proposes a two-stage optimization method based on genetic algorithm and simulation method. Finally, this paper proposes reasonable layout planning of warehouse in the case study. According to the results, the two-stage optimization method avoids the interference of human factors that exists in the traditional SLP method, and with the advantages of mathematical model and simulation model, it can get more integrated and more logical layout planning. The satisfactory solution which is got in a certain time guarantees the efficiency of calculation.
引用
收藏
页码:3632 / 3635
页数:4
相关论文
共 50 条
  • [31] Genetic Algorithm Rolling Mill Layout Optimization
    Kovacic, Miha
    Rozej, Urban
    Brezocnik, Miran
    MATERIALS AND MANUFACTURING PROCESSES, 2013, 28 (07) : 783 - 787
  • [32] Layout Design of Warehouse Based on Systematic Layout Planning and GA-ACO Algorithm
    Zhao, Dongming
    Yang, Jiuxing
    Zhou, Hao
    2020 CHINESE AUTOMATION CONGRESS (CAC 2020), 2020, : 7101 - 7104
  • [33] Site Layout and Construction Plan Optimization Using an Integrated Genetic Algorithm Simulation Framework
    RazaviAlavi, SeyedReza
    AbouRizk, Simaan
    JOURNAL OF COMPUTING IN CIVIL ENGINEERING, 2017, 31 (04)
  • [34] Optimization of Hydraulic Calculation Simulation Based on Genetic Algorithm
    Xiao, Lei
    Liu, Kejiang
    Zhuang, Xincai
    2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2017, : 1040 - 1044
  • [35] Battlefield Ammunition Storage Layout Optimization Model Based on Adaptive Genetic Algorithm
    Pan Wei
    Wang Yunfeng
    Diao Huazong
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 3952 - 3957
  • [36] Mobile Robot Path Optimization Technique Based on Reinforcement Learning Algorithm in Warehouse Environment
    Lee, HyeokSoo
    Jeong, Jongpil
    APPLIED SCIENCES-BASEL, 2021, 11 (03): : 1 - 17
  • [37] Unidirectional Loop Facility Layout Optimization Design Based on Niche Genetic Algorithm
    Tong-Tong, Lu
    Chao, Lu
    Jun, Han
    APPLIED INFORMATICS AND COMMUNICATION, PT III, 2011, 226 : 429 - 436
  • [38] Workshop Facility Layout Optimization Based on the Crowding Niche Cellular Genetic Algorithm
    Lu Tongtong
    Liu Zheng
    Zhang Yi
    Zhan Teng
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING, PTS 1-3, 2013, 278-280 : 2172 - +
  • [39] Wind farm layout optimization based on grid-coordinate genetic algorithm
    Jiang Q.
    Zheng H.
    Yang Q.
    Zhou X.
    Huang G.
    Lin Y.
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2022, 43 (08): : 266 - 272
  • [40] Ship Cabin Layout Optimization Design Based On The Improved Genetic Algorithm Method
    Wang, Yun Long
    Wang, Chen
    Lin, Yan
    MECHATRONICS AND APPLIED MECHANICS II, PTS 1 AND 2, 2013, 300-301 : 146 - 149