Research on Logistics Distribution Routes Optimization Based on ACO

被引:1
|
作者
Liu, Tianshi [1 ]
Yin, Yike [1 ]
Yang, Xiaobo [1 ]
机构
[1] Xi Shiyou Univ, Sch Comp Sci, Xian 710065, Peoples R China
关键词
vehicle routing problem; ant colony optimization (ACO); logistics distribution; multi-objective optimization; I; ALGORITHM;
D O I
10.1109/ISCTT51595.2020.00122
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Aiming at the problem of route optimization, a multi-objective optimized route distribution model is constructed with the goal of the smallest total transportation cost and the shortest total delivery route. In order to overcome the shortcomings of ant colony optimization, such as too long search time and easy to fall into local optimum, the ant colony pheromone volatilization coefficient is improved by the method of adaptive change value, which improves the adaptability of ant colony optimization. Therefore, the improved ant colony optimization is used to solve the logistics distribution route optimization problem. The experimental results show that the improved ant colony optimization can obtain a better logistics distribution route plan, which provides valuable reference information for improving the economic benefits of logistics enterprises.
引用
收藏
页码:641 / 644
页数:4
相关论文
共 50 条
  • [1] Research on the optimization of vehicle distribution routes in logistics enterprises
    Fan, Zhigou
    Ma, Mengkun
    [J]. 2017 3RD INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND MATERIAL APPLICATION (ESMA2017), VOLS 1-4, 2018, 108
  • [2] Research on logistics distribution path optimization based on PSO and IoT
    Sun, Rongting
    Liu, Mingding
    Zhao, Li
    [J]. INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2019, 17 (06)
  • [3] Optimization Research of Logistics Distribution Routing based on Heuristic Algorithm
    Jie, Lv
    Lin, Zhao
    [J]. FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY III, PTS 1-3, 2013, 401 : 2175 - 2178
  • [4] ACO-based Algorithms for Search and Optimization of Routes in NoC Platform
    Silva Junior, Luneque
    Nedjah, Nadia
    Mourelle, Luiza de Macedo
    [J]. JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2012, 18 (07) : 917 - 936
  • [5] The Research of the Logistics Distribution Routing Optimization Based on Immune Genetic Algorithm
    Chen Zhaoqiang
    Shen Minde
    [J]. 2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL I, PROCEEDINGS, 2009, : 449 - 452
  • [6] Research on ACA Optimization in the Logistics Distribution System
    Sun Yunshan
    Zhang Liyi
    Zhang Yan
    Li Ronghua
    Li Wei
    Li He
    [J]. INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL 2, PROCEEDINGS, 2008, : 654 - +
  • [7] Improved ACO inspired by logistics and distribution problem
    Li Yancang
    Cheng Fangmeng
    Suo Juanjuan
    [J]. 2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 5, 2010, : 369 - 371
  • [8] MODELLING DISTRIBUTION ROUTES IN CITY LOGISTICS BY APPLYING OPERATIONS RESEARCH METHODS
    Stopka, Ondrej
    [J]. PROMET-TRAFFIC & TRANSPORTATION, 2022, 34 (05): : 739 - 754
  • [9] Research on Optimization of Distribution Routes for Fresh Agricultural Products Based on Dijkstra Algorithm
    Tan, Yong
    Wu, Dan
    [J]. INDUSTRIAL INSTRUMENTATION AND CONTROL SYSTEMS II, PTS 1-3, 2013, 336-338 : 2500 - 2503
  • [10] Optimization Algorithm Research of Logistics Distribution Path Based on the Deep Belief Network
    Li, Wenjing
    Li, Songzhao
    Zhang, Xiangbo
    Pan, Qiuxia
    [J]. 2018 17TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS FOR BUSINESS ENGINEERING AND SCIENCE (DCABES), 2018, : 60 - 63