用于高保真单快照DOA估计的快速迭代插值波束形成

E. Aboutanios, A. Hassanien, M. Amin, A. Zoubir
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引用次数: 11

摘要

我们提出了使用单个快照快速估计多个源的到达方向(DOA)。这个问题出现在许多实际应用中,与汽车雷达有关。现有的波束形成算法的计算成本很高,因为它们通常需要大量的零填充,或者不能完全消除由频谱泄漏引起的偏置,特别是在高信噪比(SNRs)下。我们证明了一种基于快速准确频率估计方法的迭代插值波束形成算法的优越性能。该算法具有与快速傅里叶变换(FFT)相同数量级的计算复杂度,但能够提供能够实现CRB的高保真多源DOA估计。为了进一步提高算法的阈值性能,降低算法的计算量,提出了两种改进方法。通过相关汽车场景的仿真验证了该方法的DOA估计精度和计算简单性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fast iterative interpolated beamforming for high fidelity single snapshot DOA estimation
We propose fast direction-of-arrival (DOA) estimation of multiple sources using a single snapshot. This problem arises in many practical applications and is pertinent to automotive radar. Existing beamforming algorithms incur a high computational cost as they usually require significant zero-padding or fail to fully remove the bias that results from the spectral leakage, especially at high signal to noise ratios (SNRs). We demonstrate superior performance of an iterative interpolated beamforming algorithm which is based on a recently introduced fast and accurate frequency estimation method. This algorithm has a computational complexity of the same order as the fast Fourier transform (FFT), yet is capable of delivering high-fidelity multi-source DOA estimates that can achieve the CRB. Two modifications are proposed to further enhance the algorithm threshold performance and reduce its computational cost. DOA estimation accuracy and computational simplicity of the proposed technique are demonstrated using simulations involving relevant automotive scenarios.
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