The Improvement of the Honey Badger Algorithm and Its Application in the Location Problem of Logistics Centers

被引:2
|
作者
Jin, Chuwei [1 ]
Li, Shanhong [1 ]
Zhang, Linna [2 ]
Zhang, Damin [1 ]
机构
[1] Guizhou Univ, Sch Big Data & Informat Engn, Guiyang 550025, Peoples R China
[2] Guizhou Univ, Sch Mech Engn, Guiyang 550025, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2023年 / 13卷 / 11期
关键词
logistics site selection-path optimization problem; bulky parcel threshold setting; location selection of multi-functional transit centers; end-of-line demand point allocation; honey badger algorithm; Chebyshev chaos mapping; refractive mirror learning strategy; mixing moth fire fighting with golden sinusoidal strategy; CPLEX; FLAME OPTIMIZATION ALGORITHM; EVOLUTIONARY;
D O I
10.3390/app13116805
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Aiming at the problems of low resource utilization and high distribution cost of urban logistics enterprises, this paper introduces the threshold setting of large parcels, comprehensively considers the processing links of large parcels and standard parcels in loading, unloading, sorting, and other processing links, and constructs a logistics planning model with the type ofmulti-functional transit center as the variable and the total cost of the logistics system as the goal. Aiming at the shortcomings of the honey badger algorithm, three optimization strategies are used to improve the logistics model, and the effectiveness of the improved algorithm is verified by comparing with the CPLEX operation results. Based on the operation data of SF Jinzhou, this paper obtains the optimization results of large parcel threshold, multi-function transit center location layout, and terminal demand point allocation. From the results, the introduction of the threshold setting for large parcels has played a significant role in the joint optimization of multi-functional center location selection and terminal demand point allocation under multi-parcel distribution and provides theoretical data support for the existing urban logistics location problem.
引用
收藏
页数:33
相关论文
共 50 条
  • [41] Improvement of BP algorithm and its application
    Li, Xiaofeng
    Liu, Guangzhong
    Chengdu Kejidaxue Xuebao/Journal of Chengdu University of Science and Technology, 2000, 32 (02): : 105 - 109
  • [42] A novel honey badger algorithm with golden sinusoidal survival rate selection for solving optimal power flow problem
    Wang, Fengxian
    Bi, Senlin
    Feng, Shaozhi
    Zhang, Huanlong
    ELECTRICAL ENGINEERING, 2024, 106 (6) : 6859 - 6877
  • [43] On the Application of the Vehicle Routing Problem with Multi-distribution Centers in Reverse Logistics
    Zhou, Ying
    Zheng, Hongzhen
    Meng, Fanchao
    Li, Chunshan
    2017 4TH INTERNATIONAL CONFERENCE ON SYSTEMS AND INFORMATICS (ICSAI), 2017, : 750 - 755
  • [44] Application of the firefly algorithm to the uncapacitated facility location problem
    Tsuya, Kohei
    Takaya, Mayumi
    Yamamura, Akihiro
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (04) : 3201 - 3208
  • [45] A Continuous Facility Location Problem and its Application to a Clustering Problem
    Meira, Luis A. A.
    Miyazawa, Flavio K.
    APPLIED COMPUTING 2008, VOLS 1-3, 2008, : 1826 - 1831
  • [46] Calibration Zone for the Parameters of the Differential Evolution Algorithm and Its Application to a Real Burst Location Problem
    Perez-Gonzalez, A.
    Badillo-Olvera, A.
    Begovich, O.
    Ruiz-Leon, J.
    JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME, 2019, 141 (05):
  • [47] Using Improved Particle Swarm Optimization Algorithm for Location Problem of Drone Logistics Hub
    Zheng, Li
    Xu, Gang
    Chen, Wenbin
    CMC-COMPUTERS MATERIALS & CONTINUA, 2024, 78 (01): : 935 - 957
  • [48] Models for Location Inventory Routing Problem of Cold Chain Logistics with NSGA-Ⅱ Algorithm
    郑建国
    李康
    伍大清
    JournalofDonghuaUniversity(EnglishEdition), 2017, 34 (04) : 533 - 539
  • [49] Research on the Application of Genetic Algorithm and Heuristic Algorithm in Vehicle Route Problem of Logistics Distribution
    Jing Song
    Qi Xu
    Bi Lan
    PROCEEDINGS OF INTERNATIONAL SYMPOSIUM ON STATISTICS AND MANAGEMENT SCIENCE 2010, 2010, : 308 - 312
  • [50] A Genetic Algorithm Approach to Location-allocation Problem in Urban Garbage Logistics System
    Liu Wano-sheng
    Zhuang Jin-fa
    Li Mao-qing
    2008 IEEE INTERNATIONAL SYMPOSIUM ON IT IN MEDICINE AND EDUCATION, VOLS 1 AND 2, PROCEEDINGS, 2008, : 71 - 75