Deceptive Jamming Detection in Radar Systems Leveraging Quantization-Induced Features

干扰 计算机科学 假警报 稳健性(进化) 雷达 雷达跟踪器 恒虚警率 合成孔径雷达 电子工程 杂乱 雷达干扰与欺骗 低截获概率雷达 量化(信号处理) 人工智能 算法 雷达成像 无源雷达 连续波雷达 双基地雷达 频域 杠杆(统计) 统计能力 实时计算 目标检测 逆合成孔径雷达 特征(语言学) 时频分析 声纳 特征提取 信号处理
作者
Zikai Chang,Haijun Tan,Ning Xie,Hongbin Li
出处
期刊:IEEE Transactions on Aerospace and Electronic Systems [Institute of Electrical and Electronics Engineers]
卷期号:62: 5409-5426
标识
DOI:10.1109/taes.2026.3659449
摘要

Deceptive jamming presents significant challenges to radar systems, especially Synthetic Aperture Radar (SAR), by creating false targets to disrupt detection and imaging. Modern deceptive jammers increasingly adopt low-resolution quantization, particularly 1-bit quantization, to simplify hardware implementation and reduce complexity while still generating convincing false targets. This operation introduces odd harmonics and spectral distortions into the intercepted signals. This paper proposes two de tection schemes to mitigate deceptive jamming in radar systems: the Temporal Variations Detection (TVD) scheme for single-scatterer scenarios and the Time-Frequency Domain Detection (TFD) scheme for multi-scatterer scenarios. Both schemes leverage the unique spectral and time-frequency characteristics introduced by quantization, a feature often overlooked in prior research. For single scatterer scenarios, the TVD scheme utilizes temporal variations induced by quantization to distinguish between true echoes and a combination of true and deceptive echoes. Theoretical analyses yield closed-form expressions for key performance metrics, including the Probability of Detection (PD) and Probability of False Alarm (PFA), under both accurate and imperfect scattering coefficient estimations. For multi-scatterer scenarios, the TFD scheme combines time frequency domain analysis with feature enhancement techniques to accurately identify false targets in SAR imagery. Simulation results show that the TVD scheme achieves detection results consistent with theoretical predictions, while the TFD scheme not only reaches a block-level PD of 92.37% for stationary jammers and 100% for moving jammers but also accurately identifies decoy targets in real-scene experiments. These results demonstrate the robustness and effectiveness of the proposed methods in addressing deceptive jamming challenges in radar systems.
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