基于AK-MADDPG的反干扰策略设计方法用于频率敏捷雷达
Zhidong Zhu1, Xiaoying Deng1, Jian Dong1
1Beijing Institute of Technology, Beijing 100081, China.
Sensors (Basel, Switzerland)
|June 19, 2024
概括
这项研究引入了一个新的自适应频率跳跃策略,用于雷达系统,以应对复杂的干扰. 该方法增强了雷达的性能.
科学领域:
- 雷达系统工程 雷达系统工程
- 人工智能在国防中的作用
- 信号处理 信号处理
背景情况:
- 传统的频率跳跃方法容易受到先进的干扰.
- 现有的自适应方法与多样化和动态的干扰策略作斗争.
- 现代雷达需要强大的反干扰技术.
研究的目的:
- 为频率敏捷雷达开发一个先进的频率跳跃策略.
- 为了提高雷达对未知和复杂的干扰策略的弹性.
- 为了利用多剂增强学习来进行自适应性反干扰.
主要方法:
- 提出了基于历史的多代理深度决定性政策梯度 (AK-MADDPG) 方法的适应性第K次顺序.
- 处理信号脉冲作为合作优化载波频率的代理.
- 整合了一个适应性的K-th顺序历史机制,用于长期依赖性分析.
主要成果:
- 与现有方法相比,AK-MADDPG表现出优越的抗干扰性能.
- 适应性策略有效地避免了多样化和动态干扰.
- 脉冲之间的协作学习提高了整体抗干扰功效.
结论:
- 拟议的AK-MADDPG方法在雷达防干扰方面取得了重大进展.
- 该方法显示了对未知的干扰环境的高度适应性.
- 合作的多代理学习对于优化频率跳跃策略是有效的.
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