一种用于安全数字通信的改进RC-pLMS自适应波束形成器

G. Akkad, A. Mansour, B. Elhassan, E. Inaty
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引用次数: 0

摘要

提出了一种改进的降复杂度并行最小均方(mRC-pLMS)自适应波束形成算法,用于高精度指向性和安全的数据通信。最近提出了一种高性能RC-pLMS算法,以消除LMS稳态误差与收敛速度之间的权衡,同时保持较低的计算复杂度结构。RC-pLMS是通过简化两级并行LMS (pLMS)并在输入端添加滤波器获得的,从而消除了额外的LMS滤波器的需要。为了进一步提高RC-pLMS收敛速度和精度,实现快速安全的数据通信,我们提出了一种改进的RC-pLMS算法。mRC-pLMS是通过更新RC-pLMS权重更新方程来利用滤波后的输入信号而不是原始输入,从而得到mRC-pLMS。均方误差收敛行为和波束方向图的数值模拟表明,mRC-pLMS在保持RC-pLMS资源需求不变的情况下,具有更快的收敛速度、更低的稳态误差和更好的干扰衰减性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Modified RC-pLMS Adaptive Beamformer for Secure Digital Communication
A modified reduced complexity parallel least mean square (mRC-pLMS) adaptive beamforming algorithm for high precision directivity and secure data communication is proposed in this paper. A high performance RC-pLMS algorithm has been proposed, recently, to eliminate the tradeoff between the LMS steady state error and its convergence speed while maintaining a low computational complexity structure. RC-pLMS is obtained by simplifying the two stages parallel LMS (pLMS) and adding a filter to the inputs, thus eliminating the need of an additional LMS filter. To further improve the RC-pLMS convergence speed and accuracy for fast and secure data communication we propose a modified RC-pLMS algorithm. mRC-pLMS is obtained by updating the RC-pLMS weight update equation to make use of the filtered input signal rather than the original input. Numerical simulations reflected by the mean square error convergence behavior and beam pattern, demonstrate the superior performance of the mRC-pLMS in providing faster convergence, lower steady state error and better interference attenuation while maintaining identical RC-pLMS resource requirements.
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