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CHARACTERIZATION AND ESTIMATION OF HIGH FREQUENCY CHANNEL WITH MULTIPLE ANTENNA SYSTEM

机译:多天线系统的高频通道的表征与估计

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摘要

This thesis presents the development of an efficient and adaptable simulation model forcharacterization and estimation of MIMO-HF channel subjected to impairments, such asmultipath fading, system non-linearity and non-Gaussian noise. Under channelcharacterization and modelling, this thesis proposes the extension of conventionalWatterson model for SISO to MIMO-HF channel incorporating the associated spatialcorrelation and the non-linearity of the system. The novelty of the developed model liesin the capability of its impulse response to emulate nearly the practical HF channel byincorporating the cited adverse channel impairments. This thesis proposes the modellingof MIMO-HF channel through the computationally efficient IIR /AR filter approachinstead of conventional FIR filter. The generic and the versatile features of IIR filterbasedapproach for modelling the HF channel impairments have been demonstrated by itsapplication to both SISO and MIMO-HF systems.Within the purview of channel estimation for improved reliability and enhanced data rateof the MIMO-HF communication link, this thesis proposes a novel PF based channelestimation technique for HF communication links subjected to multipath fading andsystem non-linearity. The PF based channel estimation algorithm proposed in thesis forMIMO-HF is shown to closely approximate the impulse response of the channel inducedby the channel impairments. The improved channel estimation facilitates the effectiveutilization of system resources to ensure enhanced capacity and reliability of HF links.Although one can conceive an idea of invoking the PF concept devoid of EKF, this thesisattempts to adopt a unified approach wherein PF and EKF schemes are combined torealize better posterior density functions, thereby improving the accuracy in channelestimation. The advantageous and desirable features derived by invoking the proposed PFformulation over the conventional RLS have also been addressed. This thesis alsoaddresses the effects of spatial correlation, system non-linearity and the non-Gaussiannoise on the proposed PF based channel estimation algorithm. The expected improvementin the receiver performance in lieu of improved channel estimation algorithms, as well asreplacement of conventional SISO with MIMO, is validated through the performanceparameters such as capacity and reliability.
机译:本文针对多路径衰落,系统非线性和非高斯噪声等损伤特征的MIMO-HF信道的特征化和估计,提出了一种高效,适应性强的仿真模型。在信道表征和建模的基础上,结合系统的空间相关性和非线性,提出将传统的SISOWatterson模型扩展到MIMO-HF信道。所开发模型的新颖之处在于其脉冲响应能够通过合并引用的不利信道损伤来模拟几乎实际的HF信道。本文提出了一种计算效率高的IIR / AR滤波器方法,而不是传统的FIR滤波器,对MIMO-HF信道进行建模。通过将其应用于SISO和MIMO-HF系统,已证明了基于IIR滤波器的HF信道损伤建模方法的通用性和通用性。在信道估计的范围内,可以提高MIMO-HF通信链路的可靠性并提高数据速率。论文提出了一种基于PF的信道估计技术,该方法用于多径衰落和系统非线性的HF通信链路。结果表明,本文提出的基于PF的MIMO-HF信道估计算法能够逼近信道损伤引起的信道冲激响应。改进的信道估计有助于系统资源的有效利用,以确保增强的HF链路容量和可靠性。尽管可以构想出一种无需EKF的PF概念的想法,但本论文试图采用一种将PF和EKF方案相结合的统一方法来实现。更好的后验密度函数,从而提高了信道估计的准确性。还已经解决了通过在常规RLS上调用拟议的PF配方而获得的有利和合意的特征。本文还讨论了空间相关性,系统非线性和非高斯噪声对所提出的基于PF的信道估计算法的影响。通过诸如容量和可靠性之类的性能参数,可以验证预期的接收机性能代替改进的信道估计算法,以及用MIMO取代传统的SISO。

著录项

  • 作者

    Krishnan K.;

  • 作者单位
  • 年度 2013
  • 总页数
  • 原文格式 PDF
  • 正文语种 {"code":"en","name":"English","id":9}
  • 中图分类

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