Task assignment strategy for space-air-ground integrated vehicular networks oriented to user demand

被引:0
|
作者
Tan, Shihan [1 ]
Jin, Fenglin [1 ]
Dun, Congying [1 ]
机构
[1] School of Command and Control Engineering College, Army Engineering University, Nanjing,210007, China
关键词
Air grounds - Networks management - Q-learning algorithms - Semi markov decision process - Semi-Markov decision process - Space-air-ground integrated vehicular network - Task allocation - User demands - Vehicular networks - Wireless network management;
D O I
10.12305/j.issn.1001-506X.2022.05.35
中图分类号
学科分类号
摘要
To improve the user network service quality experience in space-air-ground integrated vehicular networks (SAGVN) and solve the problem of collaboration among different networks, a task allocation strategy for SAGVN oriented on user demand is proposed. Based on the user demand of signal strength, delay, network cost and bandwidth, the utility function theory and analytic hierarchy process (AHP) are used to construct the description framework of user demand and satisfaction. The network task allocation process is abstracted as semi Markov decision process (SMDP). According to the user demand and network states, the value iteration algorithm is used to obtain the network task allocation strategy to maximize the overall user satisfaction and the approximate optimal strategy is obtained by Q-learning algorithm. Experimental results show that compared with the traditional strategy, the overall user satisfaction of the proposed strategy is improved by more than 30%; inthe network congestion environment, it can greatly reduce the rejection rate of the users with urgent network service demand. © 2022, Editorial Office of Systems Engineering and Electronics. All right reserved.
引用
收藏
页码:1717 / 1727
相关论文
共 50 条
  • [1] Slicing-Based Task Offloading in Space-Air-Ground Integrated Vehicular Networks
    Shen, Hang
    Tian, Yibo
    Wang, Tianjing
    Bai, Guangwei
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (05) : 4009 - 4024
  • [2] SERVICE-ORIENTED SPACE-AIR-GROUND INTEGRATED NETWORKS
    Ren, Ju
    Zhang, Ning
    Gao, Yue
    Wang, Ye
    Ismail, Muhammad
    Kimery, James
    [J]. IEEE WIRELESS COMMUNICATIONS, 2020, 27 (06) : 10 - 11
  • [3] Service-Oriented Dynamic Resource Slicing and Optimization for Space-Air-Ground Integrated Vehicular Networks
    Lyu, Feng
    Yang, Peng
    Wu, Huaqing
    Zhou, Conghao
    Ren, Ju
    Zhang, Yaoxue
    Shen, Xuemin
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (07) : 7469 - 7483
  • [4] Software Defined Space-Air-Ground Integrated Vehicular Networks: Challenges and Solutions
    Zhang, Ning
    Zhang, Shan
    Yang, Peng
    Alhussein, Omar
    Zhuang, Weihua
    Shen, Xuemin
    [J]. IEEE COMMUNICATIONS MAGAZINE, 2017, 55 (07) : 101 - 109
  • [5] Group-based Handover Authentication for Space-Air-Ground Integrated Vehicular Networks
    Lai, Chengzhe
    Chen, Zhe
    [J]. IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC 2021), 2021,
  • [6] Covert Wireless Communication With Noise Uncertainty in Space-Air-Ground Integrated Vehicular Networks
    Wang, Danyang
    Qi, Peihan
    Zhao, Yue
    Li, Chenxi
    Wu, Wen
    Li, Zan
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (03) : 2784 - 2797
  • [7] Edge computing collaborative offloading strategy for space-air-ground integrated networks
    Xiang, Biqun
    Zhong, Bo
    Wang, Anhua
    Mao, Wuping
    Liu, Liang
    [J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2024, 36 (21):
  • [8] Generative AI for Space-Air-Ground Integrated Networks
    Zhang, Ruichen
    Du, Hongyang
    Niyato, Dusit
    Kang, Jiawen
    Xiong, Zehui
    Jamalipour, Abbas
    Zhang, Ping
    Kim, Dong In
    [J]. IEEE WIRELESS COMMUNICATIONS, 2024,
  • [9] Digital Twin-Assisted Space-Air-Ground Integrated Networks for Vehicular Edge Computing
    Paul, Anal
    Singh, Keshav
    Nguyen, Minh-Hien T.
    Pan, Cunhua
    Li, Chih-Peng
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2024, 18 (01) : 66 - 82
  • [10] Age-Oriented Transmission Protocol Design in Space-Air-Ground Integrated Networks
    Li, Dongqing
    Wu, Shaohua
    Jiao, Jian
    Zhang, Ning
    Zhang, Qinyu
    [J]. IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2022, 21 (07) : 5573 - 5585