基于变压器-CFAR 融合检测模型的密集中断采样中继器干扰检测

Haonan Zhang;Shaopeng Wei;Song Wei;Lei Zhang;Peng Ren;Yejian Zhou
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引用次数: 0

摘要

在现代电子战中,间断采样中继器干扰(ISRJ)是抑制正常雷达探测的有效方法,而在雷达信号处理阶段,ISRJ 的抑制是必不可少的。准确定位干扰信号的位置是抑制干扰信号的第一步。然而,传统的恒定误报率(CFAR)具有分布密集、动态功率范围广、非周期性发射等特点,性能有所下降。本文提出了一种基于融合变换器和 CFAR 的 ISRJ 检测方法。首先,建立基于变换器的特征提取模型,提取 ISRJ 的连续分布特征,形成粗略的检测结果。然后,根据粗略检测结果推导出 CFAR 检测器,以估计检测器参数。第三,通过决策树融合由变换器、CFAR 检测器和其他特征(如瞬时功率和平均功率)获得的干扰特征,以实现低干扰信号噪声比(JSNR)下的鲁棒性检测。最后,我们进行了模拟实验,以验证所提方法的有效性。
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Intensive Interrupted Sampling Repeater Jamming Detection Based on Transformer-CFAR Fusion Detection Model
Interrupted sampling repeater jamming (ISRJ) is an effective way to suppress normal radar probing in modern electronic warfare, and ISRJ suppression is essential in the radar signal processing stage. Accurately locating the position of the jamming signal is the first step to suppress the jamming signal. However, the traditional constant false alarm rate (CFAR) has performance loss with the characteristics of intensive distribution, extensive dynamic power range, and nonperiodical transmitting. This article proposes an ISRJ detection method based on a fusion Transformer and CFAR. First, the feature extraction model based on the Transformer is built to extract the continuous distribution features of ISRJ, forming rough detection results. Then, a CFAR detector is derived based on the rough detection result to estimate detector parameters. Third, the jamming features obtained by the Transformer, CFAR detector, and other features (such as instantaneous power and average power) are fused by a decision tree to realize robust detection in a low jamming-to-signal noise ratio (JSNR). Finally, we conducted simulated experiments to verify the effectiveness of the proposed method.
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