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首页> 外文期刊>IEEE Transactions on Aerospace and Electronic Systems >One-Bit LFMCW Radar: Spectrum Analysis and Target Detection
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One-Bit LFMCW Radar: Spectrum Analysis and Target Detection

机译:一位LFMCW雷达:频谱分析和目标检测

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摘要

One-bit radar, performing signal sampling and quantization by a 1-bit analog-to-digital converter, is a promising technology for many civilian applications due to its low-cost and low-power consumptions. In this article, problems encountered by a 1-bit linear-frequency-modulated continuous-wave (LFMCW) radar are studied, and a two-stage target detection method termed as the dimension-reduced generalized approximate message passing (DR-GAMP) approach is proposed. First, the spectrum of 1-bit quantized signals in a scenario with multiple targets is analyzed. It is indicated that high-order harmonics may result in false alarms and cannot be neglected. Second, based on the spectrum analysis, the DR-GAMP approach is proposed to carry out target detection. Specifically, linear preprocessing methods and target predetection are first adopted to perform the dimension reduction, and then, the generalized approximate message passing algorithm is utilized to suppress high-order harmonics and recover true targets. Finally, numerical simulations are conducted to evaluate the performance of the 1-bit LFMCW radar under typical parameters. It is shown that compared to the conventional radar applying linear processing methods, the 1-bit LFMCW radar has about 1.3-dB performance gain when the input signal-to-noise ratios of targets are low. In the presence of a strong target, it has about 1.0-dB performance loss.
机译:一位雷达,通过1位模数转换器执行信号采样和量化,是由于其低成本和低功耗的许多民用应用的有希望的技术。在本文中,研究了1位线性频率调制的连续波(LFMCW)雷达所遇到的问题,并且称为尺寸减小的广义近似消息的两级目标检测方法称为通过(DR-GAMP)方法提出。首先,分析了具有多个目标的场景中的1位量化信号的频谱。结果表明,高阶谐波可能会导致误报,不能忽略。其次,基于频谱分析,提出了DR-GAMP方法来进行目标检测。具体地,首先采用线性预处理方法和目标预先检测来执行尺寸减少,然后,利用广义近似消息传递算法来抑制高阶谐波并恢复真正的目标。最后,进行了数值模拟,以评估典型参数下的1位LFMCW雷达的性能。结果表明,与常规雷达施加线性处理方法相比,当目标的输入信噪比低时,1位LFMCW雷达具有约1.3dB性能增益。在存在强大的目标情况下,它具有约1.0-dB的性能损失。

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