Reinforcement Learning-based Anti-Jamming Strategy for Self-Defense Jammer-Aided Radar Systems

被引：0
|
作者：
Gao, Yayun [1 ]
Yuan, Ye [1 ]
Li, Huiyong [1 ]
Yi, Wei [1 ]
机构：
[1] University of Electronic Science and Technology of China, School of Information and Communication Engineering, Chengdu,611731, China
来源：
IEEE Transactions on Aerospace and Electronic Systems | 2024年
基金：
中国博士后科学基金; 中国国家自然科学基金;
关键词：
Active learning - Fading channels - Jamming - Military radar - Radar interference - Radar simulators - Reinforcement learning - Tracking radar;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [41] Multi-agent Reinforcement Learning Based Cognitive Anti-jamming
    Aref, Mohamed A.
    Jayaweera, Sudharman K.
    Machuzak, Stephen
    2017 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2017,
  • [42] Anti-jamming Equilibrium Strategy Learning of Frequency Agile Radar based on Monte Carlo Tree Search
    Wang, Chao
    Jiu, Bo
    Pu, Wenqiang
    Li, Kang
    Zhao, Yu
    Liu, Hongwei
    Proceedings of the IEEE Radar Conference, 2023,
  • [43] Deep Reinforcement Learning-Based Defense Strategy Selection
    Charpentier, Axel
    Boulahia-Cuppens, Nora
    Cuppens, Frederic
    Yaich, Reda
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON AVAILABILITY, RELIABILITY AND SECURITY, ARES 2022, 2022,
  • [44] TWO-DIMENSIONAL ANTI-JAMMING COMMUNICATION BASED ON DEEP REINFORCEMENT LEARNING
    Han, Guoan
    Xiao, Liang
    Poor, H. Vincent
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 2087 - 2091
  • [45] Anti-jamming mobile control using QoS-based reinforcement learning
    Kuze, Naomi
    Nakashima, Taishi
    Ushio, Toshimitsu
    IEICE COMMUNICATIONS EXPRESS, 2019, 8 (12): : 501 - 506
  • [46] An Intelligent Anti-Jamming Scheme for Cognitive Radio Based on Deep Reinforcement Learning
    Xu, Jianliang
    Lou, Huaxun
    Zhang, Weifeng
    Sang, Gaoli
    IEEE ACCESS, 2020, 8 : 202563 - 202572
  • [47] An Improved Anti-Jamming Method Based on Deep Reinforcement Learning and Feature Engineering
    Chang, Xin
    Li, Yanbin
    Zhao, Yan
    Du, Yufeng
    Liu, Donghui
    IEEE ACCESS, 2022, 10 : 69992 - 70000
  • [48] Intelligent Reflecting Surface Assisted Anti-Jamming Communications Based on Reinforcement Learning
    Yang, Helin
    Xiong, Zehui
    Zhao, Jun
    Niyato, Dusit
    Wu, Qingqing
    Tornatore, Massimo
    Secci, Stefano
    2020 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2020,
  • [49] An Improved CSMA/CA Protocol Anti-Jamming Method Based on Reinforcement Learning
    Ming, Zidong
    Liu, Xin
    Yang, Xiaofei
    Wang, Mei
    ELECTRONICS, 2023, 12 (17)
  • [50] Dynamic Spectrum Anti-Jamming With Reinforcement Learning Based on Value Function Approximation
    Zhu, Xinyu
    Huang, Yang
    Wang, Shaoyu
    Wu, Qihui
    Ge, Xiaohu
    Liu, Yuan
    Gao, Zhen
    IEEE WIRELESS COMMUNICATIONS LETTERS, 2023, 12 (02) : 386 - 390
12345