快照(计算机存储)
计算机科学
波束赋形
快速傅里叶变换
算法
计算复杂性理论
频谱泄漏
雷达
到达方向
实时计算
电信
天线(收音机)
操作系统
作者
Elias Aboutanios,Aboulnasr Hassanien,Moeness G. Amin,Abdelhak M. Zoubir
标识
DOI:10.1109/radar.2016.7485275
摘要
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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