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An enhanced receiver for an impulsive UWB-based PLC system for low-bit rate applications

机译:用于低比特率应用的脉冲UWB的PLC系统增强接收器

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摘要

Abstract This paper focuses on the convergence speed improvement and the computational complexity reduction during the training phase of a receiver based on reduced rank adaptive filter, which is applied to a power line communication system based on impulsive ultra wideband modulation. In this regard, the use of variable step-size, set-membership, and soft threshold into the training phase of a reduced rank adaptive filter is introduced. In order to evaluate the effectiveness of our proposal, performance analyses with measured in-home and outdoor power line channels distorted by additive noise, which are modeled as white Gaussian and impulsive Gaussian, are carried out. Based on the numerical results, we show that the convergence speed can be considerably improved with the proposed enhancement for training this adaptive filter. Regardless the types of adopted additive noises and power line channels, we show that the improved convergence speed results in low bit error rate if the number of training symbol is reduced, which is a severe constraint associated with the coherence time of power line channels. Moreover, we show that the use of epochs during the training phase is convenient to deal with short coherence time. Performance comparisons with other receivers show that the proposal is more effective to deal with the hardness of power line channels. Moreover, computational complexity comparison shows that the proposed improvement demands less computational complexity than its predecessors. Finally, we show that proposal yields a receiver that outperforms the receivers based on matched filter or a combination of matched filter with the median filter, when similar computational complexity applies. ]]>
机译:<![cdata [ Abstract 本文侧重于基于减少的秩自适应滤波器的接收器训练阶段期间的收敛速度提升和计算复杂性降低基于脉冲超宽带调制的电力线通信系统。在这方面,引入了使用可变步长,设定成员资格和软阈值进入减少秩自适应滤波器的训练阶段。为了评估我们提案的有效性,进行了由家庭高斯和冲动高斯模拟的附属噪声扭曲的家庭和室外电源线通道的性能分析。根据数值结果,我们表明,随着训练该自适应滤波器的提高增强,可以大大提高收敛速度。无论采用的附加噪声和电力线通道的类型如何,我们都表明,如果训练符号的数量减少,则改善的收敛速度导致低位错误率,这是与电力线通道的相干时间相关联的严重约束。此外,我们表明在训练阶段使用时期的使用是方便处理短暂的相干时间。与其他接收器的性能比较表明,该提议更有效地处理电力线通道的硬度。此外,计算复杂性比较表明,所提升的改进需要比其前辈更少计算复杂性。最后,我们表明提案产生了一种接收器,当类似的计算复杂性适用时,基于匹配的滤波器或与中值滤波器的匹配过滤器的组合优于匹配过滤器的组合。 ]]>

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