论文标题

Bilimo:通过基于任务的量化的位限制的MIMO雷达

BiLiMO: Bit-Limited MIMO Radar via Task-Based Quantization

论文作者

Xi, Feng, Shlezinger, Nir, Eldar, Yonina C.

论文摘要

近年来,人们对降低的成本雷达系统的兴趣日益增加,而低功率的运行。已知多输入多输出(MIMO)雷达技术通过使用多个正交波形探测来实现高性能感测。但是,实施低成本的低功率MIMO雷达具有挑战性。造成这种困难的原因之一是,模拟转换器(ADC)在获取雷达接收器的多个波形时所需的成本和功耗增加。在这项工作中,我们研究了降低的成本MIMO雷达接收器仅限于低分辨率ADC运行。我们设计了位限制的MIMO雷达(Bilimo)接收器,该接收器能够在严格的分辨率约束下进行操作时准确恢复目标。这是通过将附加的模拟滤波器应用于获得的波形,并设计整个混合模拟数字系统来实现这一目标来实现,以使用基于任务的量化方法来促进目标识别。特别是,我们利用了一个事实,即可以从接收波形的压缩表示中恢复目标参数。因此,我们调整采集系统以最小的失真恢复该表示形式,从中可以从数字中提取目标,并表征识别目标时可实现的错误。我们的数值结果表明,所提出的Bilimo接收器每样本的位预算达到一位,可实现目标恢复性能,这接近了具有无限分辨率ADC的昂贵的MIMO雷达的目标,而在相同的位限制下仅在数字域中仅在数字域中运行的MIMO接收器。

Recent years have witnessed growing interest in reduced cost radar systems operating with low power. Multiple-input multiple-output (MIMO) radar technology is known to achieve high performance sensing by probing with multiple orthogonal waveforms. However, implementing a low cost low power MIMO radar is challenging. One of the reasons for this difficulty stems from the increased cost and power consumption required by analog-to-digital convertors (ADCs) in acquiring the multiple waveforms at the radar receiver. In this work we study reduced cost MIMO radar receivers restricted to operate with low resolution ADCs. We design bit-limited MIMO radar (BiLiMO) receivers which are capable of accurately recovering their targets while operating under strict resolution constraints. This is achieved by applying an additional analog filter to the acquired waveforms, and designing the overall hybrid analog-digital system to facilitate target identification using task-based quantization methods. In particular, we exploit the fact that the target parameters can be recovered from a compressed representation of the received waveforms. We thus tune the acquisition system to recover this representation with minimal distortion, from which the targets can be extracted in digital, and characterize the achievable error in identifying the targets. Our numerical results demonstrate that the proposed BiLiMO receiver operating with a bit budget of one bit per sample achieves target recovery performance which approaches that of costly MIMO radars operating with unlimited resolution ADCs, while substantially outperforming MIMO receivers operating only in the digital domain under the same bit limitations.

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