Research on Cold Chain Distribution Path Optimization Based on Improved Genetic Algorithm

被引:0
|
作者
Sun, Haoyu [1 ]
Zhang, Zhenzhuo [1 ]
Li, Xiaodong [1 ]
Liu, Jia [2 ]
Yan, Mengxue [1 ]
机构
[1] Linyi Univ, Linyi 276000, Shandong, Peoples R China
[2] Shandong Modern Logist Technol Ind Res Inst Co Lt, Linyi 276000, Shandong, Peoples R China
关键词
Path optimization; Cold chain logistics; Genetic algorithm; GA-ACO hybrid algorithm;
D O I
10.1145/3677182.3677213
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Aiming at the path optimization, the initial solution quality of genetic algorithm is low, easy to fall into the local optimal solution and other problems, the advantages and disadvantages of genetic algorithm and ant colony algorithm are comprehensively analyzed, and the two algorithms are improved and fused into the GA-ACO hybrid algorithm in this paper. Considering the components of the total cost of distribution, we establish a model with the objective function of minimizing the total cost, and run the three algorithms through MATLAB software to solve the problem, and the comparison results show that the GA-ACO hybrid algorithm is better in the convergence speed and total cost of distribution, and at the same time, we validate the feasibility of the model and the algorithm.
引用
收藏
页码:169 / 175
页数:7
相关论文
共 50 条
  • [1] Research on Optimization of cold chain logistics distribution path of fresh products based on Hybrid Genetic Algorithm
    Fu, Mian
    Wang, Dandan
    [J]. 2020 6TH INTERNATIONAL CONFERENCE ON ENERGY, ENVIRONMENT AND MATERIALS SCIENCE, 2020, 585
  • [2] Research on an Improved Genetic Algorithm for Logistics Distribution Path Optimization
    Sun, Xue
    Wei, Kai-Cheng
    Wu, Chao-Chin
    Yang, Chih-Kuang
    Chen, Liang-Rui
    [J]. 2018 ASIA-PACIFIC CONFERENCE ON INTELLIGENT MEDICAL (APCIM) / 2018 7TH INTERNATIONAL CONFERENCE ON TRANSPORTATION AND TRAFFIC ENGINEERING (ICTTE 2018), 2018, : 282 - 286
  • [3] Research on path optimization based on improved adaptive genetic algorithm
    Xiao, Ziqian
    Chen, Jingyou
    [J]. 2015 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS IHMSC 2015, VOL I, 2015, : 207 - 209
  • [4] RETRACTED: The Optimization of Distribution Path of Fresh Cold Chain Logistics Based on Genetic Algorithm (Retracted Article)
    Zhang, Bochao
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [5] OPTIMIZATION MODEL OF COLD CHAIN LOGISTICS DELIVERY PATH BASED ON GENETIC ALGORITHM
    Liu, Zhihao
    Li, Xiujuan
    [J]. INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE, 2024, 31 (01): : 152 - 169
  • [6] Research on improved genetic algorithm in path optimization of aviation logistics distribution center
    Sun, Yixiang
    Geng, Nana
    Gong, Shuli
    Yang, Yinbao
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (01) : 29 - 37
  • [7] Optimization Model of Cold Chain Distribution Path based on Hybrid Search Algorithm
    Shi, Xingjun
    [J]. BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 127 : 156 - 156
  • [8] Application on Cold Chain Logistics Routing Optimization Based on Improved Genetic Algorithm
    Yang Liyi Zhang
    Yunshan Gao
    Teng Sun
    Yujing Fei
    [J]. Automatic Control and Computer Sciences, 2019, 53 : 169 - 180
  • [9] Application on Cold Chain Logistics Routing Optimization Based on Improved Genetic Algorithm
    Zhang, Liyi
    Gao, Yang
    Sun, Yunshan
    Fei, Teng
    Wang, Yujing
    [J]. AUTOMATIC CONTROL AND COMPUTER SCIENCES, 2019, 53 (02) : 169 - 180
  • [10] OPTIMIZATION OF PHARMACEUTICAL COLD CHAIN LOGISTICS DISTRIBUTION BASED ON SEEKER GENETIC ALGORITHM
    Zhang, Liyi
    Gao, Yang
    Fei, Teng
    Wang, Yujing
    [J]. INDIAN JOURNAL OF PHARMACEUTICAL SCIENCES, 2018, 80 (01) : 56 - 56