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Performance Comparison of Blind and Non Blind Adaptive Beamforming Algorithms in Mobile Communication

机译:移动通信中盲和非盲自适应波束形成算法的性能比较

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摘要

The adaptive beamforming system emerged as leading technology which becomes capable to locate and track signals by both: users and interferers and dynamically adapts the antenna pattern to enhance the reception in Signal-of-Interest (SOI) direction and minimizing interference in Signal-Not-of-Interest (SNOI) direction. Adaptive beamforming is used for enhancing a desired signal while suppressing noise and interference at the output of an array of sensors. This paper analyzes the performance and compares one of the Non Blind Algorithm- Recursive Least Square (RLS) with a commonly used Blind algorithm - Constant Modulus Algorithms CMA which do not require any temporal reference for the computation of the optimal weight vectors on various performance parameters of mobile communication system. The simulation results of both Blind-RLS and Non Blind-CMA shows that their performance improves with more elements in the array, with large snapshots of signals, greater angular separation between the signals. The analysis parameter used for comparison of above algorithms are response towards beam forming which shows that Recursive Least Square gives much improved results than CMA by giving a perfect null towards the direction of interferer signals.
机译:自适应波束成形系统作为一种领先的技术出现了,该技术变得能够由用户和干扰者来定位和跟踪信号,并动态地调整天线方向图,以增强在兴趣信号(SOI)方向上的接收并最大程度地减少非信号干扰。兴趣(SNOI)方向。自适应波束形成用于增强所需信号,同时抑制传感器阵列输出处的噪声和干扰。本文分析了性能,并将非盲算法-递归最小二乘(RLS)与常用的盲算法-恒模算法CMA进行了比较,后者不需要任何时间参考即可计算各种性能参数上的最佳权重向量移动通信系统。 Blind-RLS和Non Blind-CMA的仿真结果表明,阵列中的元素更多,信号快照更大,信号之间的角度间隔更大时,它们的性能会提高。用于比较上述算法的分析参数是对波束形成的响应,这表明递归最小二乘通过向干扰信号方向给出完美的零点,与CMA相比,结果要好得多。

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