Optimization of distribution paths in cold chain logistics management based on IFW-ABC algorithm

被引:1
|
作者
Zhao, Mei [1 ]
机构
[1] Henan Coll Transportat, Logist Sch, Zhengzhou, Peoples R China
来源
INTELLIGENT DECISION TECHNOLOGIES-NETHERLANDS | 2024年 / 18卷 / 03期
关键词
Logistics management; artificial bee colony algorithm; fireworks algorithm; neighborhood search; path optimization; BEE COLONY ALGORITHM;
D O I
10.3233/IDT-240576
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The current cold chain logistics management and distribution routes generally face problems such as environmental pollution and high costs. Therefore, the study proposed an improved fireworks-artificial bee colony for optimizing delivery paths. Firstly, the artificial bee colony was improved by using neighborhood search. Secondly, for the optimal solution, the fireworks explosion operator was used for the final result search. The benchmark function validation showed that the proposed algorithm performed better than other algorithms in solving optimal value, average value, and standard deviation. In the simulation analysis of a fresh enterprise in China, the total delivery cost was reduced by an average of 3.30% and 4.93% compared to other algorithms, considering carbon emission and not considering it, respectively. This proposed algorithm had more advantages in reducing quality loss, pollutant emissions, and CE. Therefore, this improved fireworks-artificial bee colony can effectively reduce the economic costs and environmental pollution of cold chain logistics distribution routes. This ensures economic benefits while considering social benefits, achieving the optimal path planning for logistics distribution.
引用
收藏
页码:1711 / 1726
页数:16
相关论文
共 50 条
  • [21] THE ROBUST OPTIMIZATION MODEL AND ALGORITHM TO PRODUCTION-DISTRIBUTION LOGISTICS SYSTEM
    Zhao, Qiuhong
    Xie, Wen
    Xi, Menghao
    ICIM 2008: PROCEEDINGS OF THE NINTH INTERNATIONAL CONFERENCE ON INDUSTRIAL MANAGEMENT, 2008, : 251 - 257
  • [22] Logistics Network Distribution Optimization Based on Vehicle Sharing
    Yang, Tao
    Wang, Weixin
    SUSTAINABILITY, 2022, 14 (04)
  • [23] Research on improved genetic algorithm in path optimization of aviation logistics distribution center
    Sun, Yixiang
    Geng, Nana
    Gong, Shuli
    Yang, Yinbao
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (01) : 29 - 37
  • [24] Logistics Distribution Path Planning Based on Fireworks Differential Algorithm
    Chen, Dan
    Zhang, Xiaoyong
    Gao, Dianzhu
    Gao, Kai
    Wen, Mengfei
    Huang, Zhiwu
    2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2020, : 2797 - 2802
  • [25] Logistics Management Innovation of Tobacco Industry Based on Green Supply Chain Management
    Zheng Zilin
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON INNOVATION AND MANAGEMENT, 2012, : 792 - 798
  • [26] An Optimization Method of Logistics Distribution Route based on Autoencoder Network
    Miao, Jiaqi
    Xu, Panfeng
    Sun, Han
    Wang, Ruoxi
    Wang, Youming
    2019 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2019), 2019, : 2908 - 2913
  • [27] Study on Multi-Objective Optimization of Logistics Distribution Paths in Smart Manufacturing Workshops Based on Time Tolerance and Low Carbon Emissions
    Wu, Chao
    Xiao, Yongmao
    Zhu, Xiaoyong
    Xiao, Gongwei
    PROCESSES, 2023, 11 (06)
  • [28] Information Retrieval and Optimization in Distribution and Logistics Management Using Deep Reinforcement Learning
    Yang, Li
    Sathishkumar, V. E.
    Manickam, Adhiyaman
    INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS AND SUPPLY CHAIN MANAGEMENT, 2023, 16 (01)
  • [29] A Novel DE-ABC-Based Hybrid Algorithm for Global Optimization
    Li, Li
    Yao, Fangmin
    Tan, Lijing
    Niu, Ben
    Xu, Jun
    BIO-INSPIRED COMPUTING AND APPLICATIONS, 2012, 6840 : 558 - +
  • [30] Intelligent Logistics Path Optimization Algorithm Based on IoT Perception Technology
    Zhang, Caitian
    IEEE ACCESS, 2024, 12 : 148422 - 148433