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Low-complexity estimation of 2D DOA for coherently distributed sources

机译:相干分布源的2D DOA低复杂度估计

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摘要

We consider the estimation of two-dimensional (azimuth and elevation) direction-of-arrival (DOA) using a pair of uniform circular arrays under a coherently distributed source model. Since the coherently distributed source is characterized by four parameters, the nominal azimuth DOA, angular extension of the azimuth DOA, nominal elevation DOA, and angular extension of the elevation DOA, the computational complexity of the parameter estimation is normally highly demanding. We propose a low-complexity estimation algorithm, called the sequential one-dimensional searching algorithm by concentrating only on the estimation of DOAs. The SOS algorithm has a basis on the eigenstructure between the steering matrix and signal subspace, and utilizes preliminary estimates obtained at a pre-processing stage. The SOS algorithm estimates the DOAs, but not the angular extensions: although the SOS algorithm does not provide estimates of angular extensions, it is useful when the angular extensions are small. Specifically, it is shown from simulation results that the SOS algorithm exhibits as good an estimation performance as the maximum likelihoood method for coherently distributed sources.
机译:我们考虑在相干分布源模型下使用一对均匀的圆形阵列估算二维(方位角和仰角)到达方向(DOA)。由于相干分布源具有四个参数,即标称方位角DOA,方位角DOA的角度扩展,标称仰角DOA和标高DOA的角度扩展,因此参数估计的计算复杂度通常要求很高。通过仅关注DOA的估计,我们提出了一种低复杂度的估计算法,称为顺序一维搜索算法。 SOS算法基于导引矩阵和信号子空间之间的本征结构,并利用在预处理阶段获得的初步估计。 SOS算法估计DOA,但不估计角度扩展:尽管SOS算法不提供角度扩展的估计,但当角度扩展较小时,它很有用。具体地,从仿真结果表明,对于相干分布的源,SOS算法表现出与最大似然法一样好的估计性能。

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