Vehicle-Mounted Self-Organizing Network Routing Algorithm Based on Deep Reinforcement Learning

被引:9
|
作者
Ye, Shitong [1 ]
Xu, Lijuan [1 ]
Li, Xiaomin [2 ]
机构
[1] Guangzhou Huashang Coll, Dept Data Sci, Guangzhou 511300, Peoples R China
[2] Zhongkai Univ Agr & Engn, Dept Mech & Elect Engn, Guangzhou 511300, Peoples R China
关键词
Vehicles;
D O I
10.1155/2021/9934585
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Through the research on the vehicle-mounted self-organizing network, in view of the current routing technical problems of the vehicle-mounted self-organizing network under the condition of no roadside auxiliary communication unit cooperation, this paper proposes a vehicle network routing algorithm based on deep reinforcement learning. For the problems of massive vehicle nodes and multiple performance evaluation indexes in vehicular ad hoc network, this paper proposes a time prediction model of vehicle communication to reduce the probability of communication interruption and proposes the routing technology of vehicle network by studying the deep reinforcement learning method. This technology can quickly select routing nodes and plan the optimal route according to the required performance evaluation indicators.
引用
下载
收藏
页数:9
相关论文
共 50 条
  • [21] Self-organizing maps in population based metaheuristic to the dynamic vehicle routing problem
    Creput, Jean-Charles
    Hajjam, Amir
    Koukam, Abderrafiaa
    Kuhn, Olivier
    JOURNAL OF COMBINATORIAL OPTIMIZATION, 2012, 24 (04) : 437 - 458
  • [22] Self-organizing maps in population based metaheuristic to the dynamic vehicle routing problem
    Jean-Charles Créput
    Amir Hajjam
    Abderrafiaa Koukam
    Olivier Kuhn
    Journal of Combinatorial Optimization, 2012, 24 : 437 - 458
  • [23] A Novel Hybrid Self-Organizing Clustering Routing Algorithm
    Zhu, Peng
    Jia, Fei
    INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2012,
  • [24] A self-organizing routing algorithm for wireless sensor networks
    Yao, Fang
    Yang, Shuang-Hua
    2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 3388 - +
  • [25] QoS Routing Algorithm in Clustered Self-Organizing Networks
    Yang C.
    Luo T.
    Liu Y.
    Li Z.
    Xu Y.
    Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2022, 45 (01): : 1 - 6
  • [26] Design of Distributed Destruction-Resistant Routing Algorithm for Space-Based Self-Organizing Network
    Gao Z.
    Wang Y.
    Zeng J.
    Ren S.
    Zhang L.
    Gao Z.
    Tao Y.
    Binggong Xuebao/Acta Armamentarii, 2022, 43 : 126 - 132
  • [27] A Novel Learning Algorithm for Dynamic Self-organizing Fuzzy Neural Network
    Dai, Hua
    Hu, Rong
    2011 INTERNATIONAL CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND AUTOMATION (CCCA 2011), VOL II, 2010, : 498 - 501
  • [28] A Genetic Algorithm Design Based on Self-Organizing Dynamic Network
    Zhang, Tao
    Lin, Jinxing
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 1039 - 1044
  • [29] Scalable routing algorithm of real time application based on self-organizing peer-to-peer network
    Department of Electronics and Information Engineering, Huazhong Univ. of Sci. and Technol., Wuhan 430074, China
    Huazhong Ligong Daxue Xuebao, 2007, 4 (40-43):
  • [30] Self-organizing feature maps for the vehicle routing problem with backhauls
    Ghaziri, H
    Osman, IH
    JOURNAL OF SCHEDULING, 2006, 9 (02) : 97 - 114