现代雷达2025，Vol.47Issue(7)：73-79,7.DOI:10.16592/j.cnki.1004-7859.20230911002
基于Dyan-Q的智能雷达组合抗干扰路径选择
Intelligent Radar Combination Anti-jamming Decision Based on Dyna-Q
摘要
Abstract
In order to adapt to the complex and changeable battlefield environment,the combination of modern radar technology and artificial intelligence is often used to improve the anti-jamming decision-making efficiency of intelligent radar.At present,the anti-interference decision-making algorithm based on reinforcement learning has not carried out in-depth research on the path selection process in the combined anti-interference matrix.Based on this,the paper proposes a method of intelligent pathfinding in the anti-jamming matrix combining the radar system and anti-jamming style when the radar is interfered with.First,Firstly,the anti-inter-ference matrix model is established through the performance evaluation analysis.Secondly,the internal path selection process of anti-interference matrix is analyzed based on the reinforcement learning principle.Finally,the experimental process is simulated,and the influence of Q-learning algorithm and Dyna-Q algorithm on the pathfinding effect is compared,which shows that the pro-posed algorithm can complete the path selection in less time for interaction training with external interference,and find the best an-ti-interference method in the combined matrix,which can quickly and effectively deal with the external complex interference envi-ronment.关键词
智能雷达/强化学习/抗干扰矩阵/智能寻路/Q-learning算法/Dyna-Q算法Key words
Intelligent radar/reinforcement learning/anti-jamming matrix/intelligent pathfinding/Q-learning/Dyna-Q分类
信息技术与安全科学引用本文复制引用
师沙沙,周青松,钱佳龙,陈沁娴,李志汇..基于Dyan-Q的智能雷达组合抗干扰路径选择[J].现代雷达,2025,47(7):73-79,7.基金项目
国家自然科学基金资助项目(62301581) （62301581）
安徽省自然科技基金资助项目(2108085QF257) （2108085QF257）
