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A new inverse problem based approach for azimuthal DOA estimation

机译:一种基于反问题的方位角DOA估计新方法

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We propose a novel algorithm to perform jointly the azimuthal direction-of-arrival (DOA) estimation and the multiuser detection (MUD) of signals impinging on an array of antennas. We treat the DOA estimation as an inverse problem of identifying a specific set of parameters that explains the received signal for a suitable physical model. We reformulate the estimation problem as a highly underdetermined linear system and solve the resulting least squares problem using the well-known conjugate gradients (CG) iterations on the normal equations (NE). Unlike methods such as MUSIC, our method does not require any a priori information concerning the number of sources and also it is independent of the. type of modulation employed. Simulation results confirm the robustness of our algorithm in the regimes of perfect correlation and low signal-to-noise ratios (SNRs). We also propose a MUD algorithm using the least squares solution obtained during the DOA estimation.
机译:我们提出了一种新颖的算法,可共同执行入射方位角(DOA)估计和撞击在天线阵列上的信号的多用户检测(MUD)。我们将DOA估计视为识别特定参数集的反问题,这些参数解释了适用于物理模型的接收信号。我们将估计问题重新公式化为高度不确定的线性系统,并使用法线方程(NE)上众所周知的共轭梯度(CG)迭代来解决所得的最小二乘问题。与MUSIC之类的方法不同,我们的方法不需要有关源数量的任何先验信息,并且与之无关。使用的调制类型。仿真结果证实了我们算法在完美相关和低信噪比(SNR)情况下的鲁棒性。我们还提出了一种使用DOA估计期间获得的最小二乘解的MUD算法。

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