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
  • [1] Research on Optimization for Safe Layout of Hazardous Chemicals Warehouse Based on Genetic Algorithm
    Dai Bo
    Li Yanfei
    Ren Haisheng
    Liu Xuejun
    Li Cuiqing
    IFAC PAPERSONLINE, 2018, 51 (18): : 245 - 250
  • [2] Research on Irregular Warehouse Layout Based on Optimised Genetic Algorithm
    Lu, Zheng
    Wang, Pei
    Zhang, Xiaodong
    PROMET-TRAFFIC & TRANSPORTATION, 2024, 36 (02): : 249 - 260
  • [3] E-commerce warehouse layout optimization: systematic layout planning using a genetic algorithm
    Hu, Xiulian
    Chuang, Yi-Fei
    ELECTRONIC COMMERCE RESEARCH, 2023, 23 (01) : 97 - 114
  • [4] E-commerce warehouse layout optimization: systematic layout planning using a genetic algorithm
    Xiulian Hu
    Yi-Fei Chuang
    Electronic Commerce Research, 2023, 23 : 97 - 114
  • [5] Warehouse Optimization Model Based on Genetic Algorithm
    Qin, Guofeng
    Li, Jia
    Jiang, Nan
    Li, Qiyan
    Wang, Lisheng
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2013, 2013
  • [6] Architecture plane layout simulation model based on probability optimization genetic algorithm
    Huang, Zhuangwei
    Liu, Jing
    Metallurgical and Mining Industry, 2015, 7 (08): : 306 - 312
  • [7] Optimization of machine layout based on genetic algorithm
    Shen, Jiangang
    Wang, Li
    Qiu, Peiqiang
    Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2009, 35 (10): : 1241 - 1244
  • [8] Workshop Layout Optimization Based On Genetic Algorithm
    Qiao, Long
    Yu, Hong Bin
    Sun, Jian Jun
    MANUFACTURING ENGINEERING AND AUTOMATION II, PTS 1-3, 2012, 591-593 : 169 - 173
  • [9] Optimization of Logistics Warehouse Location Based on Genetic Algorithm
    Wang, Xu
    Xia, Qing
    CYBER SECURITY INTELLIGENCE AND ANALYTICS, 2020, 928 : 745 - 752
  • [10] Optimization of Automated Warehouse Location Based on Genetic Algorithm
    Wang, Wanlei
    Gao, Jian
    Gao, Tianyi
    Zhao, Haiting
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND ARTIFICIAL INTELLIGENCE (CAAI 2017), 2017, 134 : 309 - 313