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Projection-based robust adaptive beamforming with quadratic constraint

机译:具有二次约束的基于投影的鲁棒自适应波束形成

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A new robust adaptive beamforming technique is proposed in this study to address performance degradation of adaptive beamforming methods in the presence of steering vector mismatch. Actual steering vector of desired signal is estimated by solving a convex optimization problem with the objective constructed by minimizing the sum of estimated desired steering vector projections onto noise eigenvectors. The beamformer performs well at high signal-to-noise ratio (SNR) with the orthogonality between presumed desired steering vector and mismatch vector as a single constraint. Feasibility and necessity of adding an additional quadratic constraint are verified through detailed performance analysis with random matrix theory, improving the performance at low SNR. The parameter determination approach is provided to allow the proposed beamformer to function properly in practical situations. Both the theoretical analysis and simulation results demonstrate the proposed method is robust against any steering vector mismatch.
机译:在这项研究中提出了一种新的鲁棒自适应波束成形技术,以解决在转向矢量失配的情况下自适应波束成形方法的性能下降。通过解决凸优化问题来估计期望信号的实际转向向量,其目的是通过将估计的期望转向向量投影到噪声特征向量上的总和最小化来构建目标。波束形成器在高信噪比(SNR)下表现良好,并且将预期的期望转向矢量和失配矢量之间的正交性作为单个约束。通过使用随机矩阵理论进行详细的性能分析,验证了添加额外的二次约束的可行性和必要性,从而改善了低信噪比时的性能。提供了参数确定方法,以使建议的波束形成器在实际情况下能够正常运行。理论分析和仿真结果均表明,该方法对任何转向矢量失配均具有鲁棒性。

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