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CONVERGENCE ANALYSIS OF BLIND EQUALIZER IN A COSINE MODULATED FILTER BANK - BASED MULTICARRIER COMMUNICATION SYSTEM

机译:基于余弦调制滤波器组多载波通信系统的盲均衡器的收敛性分析

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摘要

A recent development in the literature has proposed a cosine modulated filter bank - based multicarrier modulation technique with blind equalization capability. However, convergence studies of the proposed blind equalizer has been carried out through computer simulations only. In this paper, we present a thorough study of the blind equalizer by analyzing its associated cost function in detail. We show that the blind equalizer cost function is characterized by two global minima and two local minima. The analysis shows that although there is a chance that the blind equalizer converges to near one of the local minima, the stochastic nature of the adaptation algorithm will eventually result in a drift of the algorithm and convergence towards one of the global minimum points.
机译:文献最近的发展提出了一种基于余弦调制滤波器组的多载波调制技术,具有盲均衡能力。然而,所提出的盲均衡器的收敛研究仅通过计算机仿真进行。在本文中,我们通过详细分析其相关成本函数,对盲均衡器进行了彻底研究。我们表明盲均衡器成本函数的特点是两个全球最小值和两个局部最小值。分析表明,尽管盲均衡器会收敛到局部最小值的近似之一,但是自适应算法的随机性质最终将导致算法的漂移和朝向全局最小点之一的融合。

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