Steel logistics park layout based on market basket analysis and accessibility

被引:0
作者
Yang, Qianqian [1 ]
Qin, Lu [1 ]
机构
[1] Beijing Jiaotong Univ, Beijing, Peoples R China
来源
2020 2ND INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE COMMUNICATION AND NETWORK SECURITY (CSCNS2020) | 2021年 / 336卷
关键词
D O I
10.1051/matecconf/202133609022
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 this study, we used market basket analysis and land accessibility for the layout of MG Steel Logistics Park. Due to the unreasonable cargo space layout, the outbound trucks in the MG Steel Logistics Park detour and transfer, which caused congestion. Using market basket analysis, this research took outbound trucks as the research object to measure the degree of correlation between cargo locations. Then, we measured the convenience of cargo locations by the accessibility and matched it with the steel outbound frequency. We established a model and got the layout allocation plan with the maximum degree of relevance and the minimum difference in cargo-location matching as the target. In the solution algorithm, we use roulette method and the elite retention strategy to improve the genetic algorithm. Finally, we compared the results before and after optimization. We found that the number of truck transfers was reduced by 33%, and the truck staying time was reduced by 21%.
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页数:6
相关论文
共 9 条
  • [1] Agrawal R., 1993, SIGMOD Record, V22, P207, DOI 10.1145/170036.170072
  • [2] [Anonymous], 2011, DATA MINING TECHNIQU
  • [3] Brijs T., 1999, P 5 ACM SIGKDD INT C, P254, DOI [DOI 10.1145/312129.312241, 10.1145/312129.312241]
  • [4] Designing Facility Layout of an Amusement Arcade using Market Basket Analysis
    Halim, Siana
    Octavia, Tanti
    Alianto, Christian
    [J]. FIFTH INFORMATION SYSTEMS INTERNATIONAL CONFERENCE, 2019, 161 : 623 - 629
  • [5] Ledolter J, 2013, DATA MINING AND BUSINESS ANALYTICS WITH R, P1, DOI 10.1002/9781118596289
  • [6] A century of evolution of the accessibility concept
    Levine, Jonathan
    [J]. TRANSPORTATION RESEARCH PART D-TRANSPORT AND ENVIRONMENT, 2020, 83
  • [7] Ozgormus Elif, 2020, ALICE SMITH, V139
  • [8] Wong RCW, 2003, THIRD IEEE INTERNATIONAL CONFERENCE ON DATA MINING, PROCEEDINGS, P371
  • [9] Wu RC, 2005, P INT COMP SOFTW APP, P39