学习变压器网络,以有效地抑制雷达干扰
Shuolei Li1, Junli Zhu1, Jingping Liu2
1School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing, 210094, China.
Scientific reports
|November 29, 2025
概括
这项研究引入了一个变压器网络,以抑制雷达干扰,显著提高信号质量. 这种新的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
- 信号处理 信号处理
- 人工智能的人工智能
背景情况:
- 干对雷达系统构成重大挑战.
- 有效地抑制灰干扰对于保持雷达性能至关重要.
研究的目的:
- 提出一个有效的变压器网络,以抑制雷达干扰.
- 为了提高雷达系统的反干扰能力.
主要方法:
- 使用一个变压器网络和一个缩放的点产品多头自我注意力机制.
- 为雷达回声信号重建而建模非本地信息.
- 建立一个多样化的数据集,测量了Chaff雷达回声信号.
主要成果:
- 实现了0.0258.8的平均平方误差.
- 达到了93.26%的相关系数.
- 信号与噪声比提高了11.1475 dB.
结论:
- 拟议的变压器网络有效地抑制了灰的堵塞.
- 该方法为雷达干抑制设定了一个新的基准.
- 开发的数据集是未来研究的宝贵资源.
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