Performance of Constrained Affine Projection Sign Algorithm in Adaptive Beamforming

Kanika Agarwal, C. Rai, Rajni Yadav
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Abstract

In this work, the performance of Constrained Affine Projection Sign Algorithm (Constrained APSA) is investigated in adaptive beamforming application under the influence of impulsive noise and white Gaussian noise. Through the simulation, it is found that the algorithm stands out robust in both environments. The beampatterns obtained are compared with the Constrained Affine Projection algorithm (Constrained APA) and the Constrained Least Mean Square algorithm (Constrained LMS). Also, the paper demonstrates the effect of projection order and step size on constrained APSA. The experimental results show that the increase in projection order improves the beampattern and the convergence speed. Hence higher projection orders can be selected in constrained APSA owing to its low computational complexity.
约束仿射投影符号算法在自适应波束形成中的性能
本文研究了约束仿射投影符号算法(Constrained APSA)在脉冲噪声和高斯白噪声影响下的自适应波束形成应用。仿真结果表明,该算法在两种环境下都具有较强的鲁棒性。并与约束仿射投影算法(Constrained Affine Projection algorithm, Constrained APA)和约束最小均方算法(Constrained LMS)进行了比较。同时,研究了投影阶数和步长对约束APSA的影响。实验结果表明,增加投影阶数可以改善波束方向,提高收敛速度。因此,由于约束APSA的计算复杂度较低,可以选择较高的投影阶数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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