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Analysis of Initialized LMS Equalizer for Frequency Selective MIMO Channels Using Single Carrier IEEE 802.16-2004 PHY

机译:使用单载波IEEE 802.16-2004 PHY的频率选择性MIMO信道的初始化LMS均衡器分析

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摘要

An equalizer initialization technique for least mean squares (LMS) algorithm, which can equalize frequency selective multiple input multiple output (MIMO) channels, is presented and analyzed. The proposed method conducts an initial convergence step for superior training prior to running the LMS algorithm. This approach raises the training performance while the complexity of the LMS algorithm, which is known as the simplest training algorithm, is almost the same. The proposed technique is analyzed for the initial convergence and simulated for a possible single carrier MIMO application in single carrier (SC) IEEE802.16-2004 standards. The obtained performance after coding approximates the performance of the recursive least squares (RLS) algorithm as it is presented for 3×3 and 5×5 MIMO for comparisons.
机译:提出并分析了一种最小均方(LMS)算法的均衡器初始化技术,该技术可以均衡频率选择性多输入多输出(MIMO)信道。所提出的方法在运行LMS算法之前进行了初始收敛步骤,以进行高级训练。这种方法提高了训练性能,而被称为最简单训练算法的LMS算法的复杂度几乎相同。对提出的技术进行了初步收敛分析,并针对单载波(SC)IEEE802.16-2004标准中可能的单载波MIMO应用进行了仿真。编码后获得的性能近似于递归最小二乘(RLS)算法的性能,因为该算法针对3×3和5×5 MIMO进行了比较。

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