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On the use of tracking loops for low-complexity multi-path channel estimation in OFDM systems

机译:关于跟踪环路在OFDM系统中用于低复杂度多径信道估计的用途

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摘要

This paper treats pilot aided multi-path channel estimation with tracking loops for OFDM systems under slow to moderate fading conditions. Recent works have presented theoretical results for the tuning of second-order and third-order tracking loops in the particular context of Jakes's Doppler spectrum channel. The method for getting the loop coefficients resorted either to the use of a given constraint, which made the obtained coefficients sub-optimal, or was obtained in part by simulations. Here, we perform a global optimization of the coefficients without constraints to get the optimal coefficients, and analytical formulas are provided. One remarkable result of this optimization is that only the natural frequency depends on the transmission parameters, i.e., the channel Doppler spectrum, the power delay profile, and the noise variance. Consequently, only one parameter has to be tuned. Moreover, asymptotic performance is formulated in a more general way as a function of the 2rth moments of the Doppler spectrum (r is the loop order). Hence, all our derivations are usable for any Doppler spectrum and are not specific to Jakes's Doppler spectrum. A complete table sums up for the three orders of the theoretical results of the optimal coefficients together with the asymptotic performance. The performance is also compared with that of the asymptotic Kalman filter.
机译:本文在慢速到中度衰落条件下,利用带跟踪环路的OFDM系统来处理导频辅助多径信道估计。最近的工作已经给出了在Jakes多普勒频谱信道的特定环境下对二阶和三阶跟踪环路进行调谐的理论结果。获取环路系数的方法要么采用给定约束,要么使获得的系数次优,要么部分通过仿真获得。在这里,我们不加约束地对系数进行全局优化以获得最佳系数,并提供了解析公式。这种优化的显着结果是,只有固有频率取决于传输参数,即信道多普勒频谱,功率延迟分布和噪声方差。因此,仅需调整一个参数。此外,渐近性能是根据多普勒频谱的第2r矩(r是环路阶数)的函数以更通用的方式制定的。因此,我们所有的推导都可用于任何多普勒频谱,并且并不特定于Jakes的多普勒频谱。一个完整的表格总结了最佳系数理论结果的三个阶次以及渐近性能。还将性能与渐近卡尔曼滤波器的性能进行比较。

著录项

  • 来源
    《Signal processing》 |2015年第12期|174-187|共14页
  • 作者单位

    University of Grenoble Alpes, GIPSA-Lab, F-38000 Grenoble, France,CNRS, GIPSA-Lab, F-38000 Grenoble, France;

    IEMN lab, TELICE group, 59655 Villeneuve d'Ascq, University of Lille, France;

    University of Grenoble Alpes, GIPSA-Lab, F-38000 Grenoble, France,CNRS, GIPSA-Lab, F-38000 Grenoble, France;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    OFDM; Channel estimation; Kalman filter; Phase-locked loop;

    机译:OFDM;信道估计;卡尔曼滤波器锁相环;

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