Anti-Jamming Underwater Transmission With Mobility and Learning

被引:55
|
作者
Xiao, Liang [1 ,2 ]
Jiang, Donghua [1 ]
Wan, Xiaoyue [1 ]
Su, Wei [1 ]
Tang, Yuliang [1 ]
机构
[1] Xiamen Univ, Dept Commun Engn, Xiamen 361005, Peoples R China
[2] Southeast Univ, Natl Mobile Commun Res Lab, Nanjing 210018, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Jamming; underwater transmission; reinforcement learning; deep Q-networks; NETWORKS;
D O I
10.1109/LCOMM.2018.2792015
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
In this letter, we present an anti-jamming underwater transmission framework that applies reinforcement learning to control the transmit power and uses the transducer mobility to address jamming in underwater acoustic networks. The deep Q-networks-based transmission scheme can achieve the optimal power and node mobility control without knowing the jamming model and the underwater channel model in the dynamic game. Experiments performed with transducers in a non-anechoic pool show that our proposed scheme can reduce the bit error rate of the underwater transmission against reactive jamming compared with the Q-learning based scheme.
引用
收藏
页码:542 / 545
页数:4
相关论文
共 50 条
  • [1] Reinforcement Learning Based QoS-Aware Anti-jamming Underwater Video Transmission
    Sun, Shiyu
    Chen, Shun
    Li, Shaoxuan
    Lv, Zefang
    Xiao, Liang
    Su, Wei
    2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [2] UAV Anti-Jamming Communications With Power and Mobility Control
    Wang, Haichao
    Ding, Guoru
    Chen, Jin
    Zou, Yulong
    Gao, Feifei
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2023, 22 (07) : 4729 - 4744
  • [3] Dynamic Adaptive Anti-Jamming via Controlled Mobility
    He, Xiaofan
    Dai, Huaiyu
    Ning, Peng
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2014, 13 (08) : 4374 - 4388
  • [4] Dynamic Adaptive Anti-Jamming via Controlled Mobility
    He, Xiaofan
    Dai, Huaiyu
    Ning, Peng
    2013 IEEE CONFERENCE ON COMMUNICATIONS AND NETWORK SECURITY (CNS), 2013, : 1 - 9
  • [5] Reinforcement Learning based Agile Transmission Strategy for Netted Radar Anti-jamming
    Zhang, Zhongxin
    Yi, Wei
    Yuan, Ye
    2024 IEEE RADAR CONFERENCE, RADARCONF 2024, 2024,
  • [6] Anti-Jamming Communication Using Imitation Learning
    Zhou, Zhanyang
    Niu, Yingtao
    Wan, Boyu
    Zhou, Wenhao
    ENTROPY, 2023, 25 (11)
  • [7] Deep Learning for An Anti-Jamming CPM Receiver
    Qiu, Y.
    Brown, C.
    Li, L.
    MILCOM 2019 - 2019 IEEE MILITARY COMMUNICATIONS CONFERENCE (MILCOM), 2019,
  • [8] Anti-Jamming Transmission Stackelberg Game With Observation Errors
    Xiao, Liang
    Chen, Tianhua
    Liu, Jinliang
    Dai, Huaiyu
    IEEE COMMUNICATIONS LETTERS, 2015, 19 (06) : 949 - 952
  • [9] Collaboratively Learning and Developing a Tool Kit for GPS Anti-jamming GPS Anti-jamming Using Antenna Array
    Ahmed, Syed Masaab
    Ul Abiden, Muhammad Zain
    Arshad, Muhammad Minhaj
    Shaikh, Sarmad Ahmed
    IMPACT OF THE 4TH INDUSTRIAL REVOLUTION ON ENGINEERING EDUCATION, ICL2019, VOL 1, 2020, 1134 : 229 - 239
  • [10] Anti-jamming transmission in softwarization UAV network: a federated deep reinforcement learning approach
    Haitao Li
    Xin Lv
    Hao Zhang
    Jiawei Huang
    Wireless Networks, 2024, 30 : 923 - 937