Research on Evaluation of courier efficiency based on information entropy and data envelopment analysis

被引:0
作者
He, Xinyun [1 ]
Zhang, Yuan [1 ]
Zhu, Lei [1 ]
机构
[1] Beijing Inst Graph Commun, Qing Yuan St, Beijing, Peoples R China
来源
PROCEEDINGS OF 2023 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION TECHNOLOGY, ICIIT 2023 | 2023年
关键词
Courier efficiency; data envelopment analysis; information entropy; information entropy index; SYSTEMS;
D O I
10.1145/3591569.3591581
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Measuring the efficiency of couriers in the last kilometre and determining the key factors affecting the efficiency of couriers are of great significance to the courier industry in solving the last kilometre problem. According to the distribution process, the indexes affecting the delivery efficiency of couriers before, during and after dispatch are established, the weights of each index are determined by using information Entropy, and DEA model is established to calculate the delivery efficiency of couriers in express outlets. The differences of sorting, dispatching and service ability during the delivery process of couriers are analyzed, the improvement direction of couriers is defined, and the distribution areas and routes are re-divided. The result of optimization is brought into DEA evaluation model. The example shows that the distribution route and time after optimization are less than before, and the distribution efficiency of most couriers is significantly improved.
引用
收藏
页码:71 / 77
页数:7
相关论文
共 21 条
  • [1] An Examination of Last Mile Delivery Practices of Freight Carriers Servicing Business Receivers in Inner-City Areas
    Aljohani, Khalid
    Thompson, Russell G.
    [J]. SUSTAINABILITY, 2020, 12 (07)
  • [2] Chandrasekar K., 2011, Int J Enterp Comp Bus Syst, V1, P1
  • [3] Chen Quan, 2018, International journal of environmental research and public health, V15
  • [4] Workforce planning incorporating skills: State of the art
    De Bruecker, Philippe
    Van den Bergh, Jorne
    Belien, Jeroen
    Demeulemeester, Erik
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 243 (01) : 1 - 16
  • [5] Reusing Newspaper Kiosks for Last-Mile Delivery in Urban Areas
    Gonzalez-Varona, Jose M.
    Villafanez, Felix
    Acebes, Fernando
    Redondo, Alfonso
    Poza, David
    [J]. SUSTAINABILITY, 2020, 12 (22) : 1 - 27
  • [6] The effect of worker learning on manual order picking processes
    Grosse, Eric H.
    Glock, Christoph H.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2015, 170 : 882 - 890
  • [7] Kim Ji-Hoon, 2021, Management & Information Systems Review, V40
  • [8] Leonardo Caggiani, 2021, Transportation Research Procedia, V2021, P52
  • [9] A Bayesian Best-Worst Method-Based Multicriteria Competence Analysis of Crowdsourcing Delivery Personnel
    Li, Longxiao
    Wang, Xu
    Rezaei, Jafar
    [J]. COMPLEXITY, 2020, 2020
  • [10] An ant colony optimization algorithm with adaptive greedy strategy to optimize path problems
    Li, Wei
    Xia, Le
    Huang, Ying
    Mahmoodi, Soroosh
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2022, 13 (03) : 1557 - 1571