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Improved OP approach utilising correlated projection and eigenspace processing for robust adaptive beamforming

机译:利用具有相关投影的改进的OP方法,用于鲁棒自适应波束形成的相关投影和Eigenspace处理

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摘要

The capability of orthogonal projection (OP) approach degrades severely in the presence of array model mismatch, especially when the training samples are mixed with the strong desired signal. Therefore, an improved OP robust adaptive beamforming is proposed based on correlated projection and eigenspace processing in wide input signal-to-noise ratio to remove the desired signal self-null effect and improve robustness. In the proposed approach, the interference subspace is constructed combining the correlated projection and eigenspace processing first. Then, the interference-plus-noise covariance matrix is accurately reconstructed via super-resolution spatial spectrum estimator to eliminate desired signal from sample covariance matrix. Subsequently, the desired signal steering vector is corrected applying correlated projection and then the adaptive weighted vector is modified by OP approach. Simulation results demonstrate that the capability of the proposed approach is almost consistently same as the optimal beamformer in many scenarios.
机译:正交投影(OP)的能力在阵列模型失配的存在下严重降低,特别是当训练样本与强期望的信号混合时。因此,基于宽输入信噪比的相关投影和Eigenspace处理提出了一种改进的op鲁棒自适应波束形成,以去除所需的信号自零效果并提高鲁棒性。在所提出的方法中,使干扰子空间组合首先组合相关投影和eIgenspace处理。然后,通过超分辨率空间谱估计器精确地重建干扰 - 加噪声协方差矩阵,以消除来自样本协方差矩阵的期望信号。随后,校正所需的信号转向载体校正施加相关投影,然后通过OP方法修改自适应加权矢量。仿真结果表明,所提出的方法的能力几乎始终如一地与许多情况中的最佳波束形成器相同。

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