Warehouse Optimization Model Based on Genetic Algorithm

被引:4
|
作者
Qin, Guofeng [1 ]
Li, Jia [2 ,3 ]
Jiang, Nan [1 ]
Li, Qiyan [1 ]
Wang, Lisheng [1 ]
机构
[1] Tongji Univ, Comp Sci & Technol Dept, Shanghai 200092, Peoples R China
[2] Shanghai Bao Steel Logist Co Ltd, Shanghai 200940, Peoples R China
[3] Northeastern Univ, Sch Business Adm, Shenyang 110819, Peoples R China
关键词
Genetic algorithms;
D O I
10.1155/2013/619029
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper takes Bao Steel logistics automated warehouse system as an example. The premise is to maintain the focus of the shelf below half of the height of the shelf. As a result, the cost time of getting or putting goods on the shelf is reduced, and the distance of the same kind of goods is also reduced. Construct a multiobjective optimization model, using genetic algorithm to optimize problem. At last, we get a local optimal solution. Before optimization, the average cost time of getting or putting goods is 4.52996 s, and the average distance of the same kinds of goods is 2.35318 m. After optimization, the average cost time is 4.28859 s, and the average distance is 1.97366m. After analysis, we can draw the conclusion that this model can improve the efficiency of cargo storage.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Optimization of Logistics Warehouse Location Based on Genetic Algorithm
    Wang, Xu
    Xia, Qing
    CYBER SECURITY INTELLIGENCE AND ANALYTICS, 2020, 928 : 745 - 752
  • [2] 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
  • [3] Optimization of Warehouse Layout Based on Genetic Algorithm and Simulation Technique
    Pan, Changhong
    Yu, Shaozheng
    Du, Xiaojing
    PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC), 2018, : 3632 - 3635
  • [4] Warehouse goods inventory optimization based on the improved adaptive genetic algorithm
    Gong, Feixiang
    Wei, Zhiqiang
    Journal of Computational Information Systems, 2015, 11 (14): : 5293 - 5306
  • [5] Multi-objective Optimization of Warehouse System Based on the Genetic Algorithm
    Wu, Ting
    Wang, Hao
    Yuan, Zhe
    INTERNET AND DISTRIBUTED COMPUTING SYSTEMS, IDCS 2016, 2016, 9864 : 206 - 213
  • [6] Warehouse Stocking Optimization Based on Dynamic Ant Colony Genetic Algorithm
    Xiao, Xiaoxu
    ADVANCES IN MATERIALS, MACHINERY, ELECTRONICS II, 2018, 1955
  • [7] 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
  • [8] The model of weights optimization based on genetic algorithm
    Guo, Yonghong
    2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL I, PROCEEDINGS, 2009, : 444 - 448
  • [9] Logistic Warehouse Process Optimization Through Genetic Programming Algorithm
    Karasek, Jan
    Burget, Radim
    Povoda, Lukas
    MODERN TRENDS AND TECHNIQUES IN COMPUTER SCIENCE (CSOC 2014), 2014, 285 : 29 - 40
  • [10] Optimization of Storage Performance for Generic Tiered Warehouse by Genetic Algorithm
    Liu, Shu-an
    Sun, Jiawei
    Wang, Qing
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 2934 - 2939