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Modeling and characterization of multipath fading channels in cellular mobile communication systems

机译:蜂窝移动通信系统中多径衰落信道的建模与表征

摘要

Due to the enormous capacity and performance gains associated with the use of antenna arrays in wireless multi-input multi-output (MIMO) communication links, it is inevitable that these technologies will become an integral part of future systems. In order to assess the potential of such beam-oriented technologies, direct representation of the dispersion ofmultipath fading channel in angular and temporal domains is required. This representation can only be achieved with the use of spatial channel models. This thesis thus focuses on the issue of spatial channel modeling for cellular systems and on its use in the characteri-zation of multipath fading channels. The results of this thesis are presented mainly in five parts: a) modeling of scattering mechanisms, b) derivation of the closed-form expressions forthe spatio-temporal characteristics, c) generalization of the quantitative measure of angular spread, d) investigation of the effect of mobile motion on the spatio-temporal characteristics, and e) characterization of fast fading channel and its use in the signature sequence adaptation for direct sequence code division multiple access (DS-CDMA) system. The thesis begins with an overview of the fundamentals of spatial channel modeling withregards to the specifics of cellular environments. Previous modeling approaches are discussed intensively and a generalized spatial channel model, the `Eccentro-Scattering Model' is proposed. Using this model, closed-form mathematical expressions for the distributions of angle and time of multipath arrival are derived. These theoretical results for the picocell,microcell and macrocell environments, when compared with previous models and available measurements, are found to be realistic and generic. In macrocell environment, the model incorporates the effect of distant scattering structures in addition to the local ones. Since the angular spread is a key factor of the second order statistics of fading processes in wirelesscommunications, the thesis proposes a novel generalized method of quantifying the angular spread of the multipath power distribution. The proposed method provides almost all parameters about the angular spread, which can be further used for calculating more accurate spatial correlations and other statistics of multipath fading channels. The degree of accuracyin such correlation calculations can lead to the computation of exact separation distances among array elements required for maximizing capacity in MIMO systems or diversity antennas. The proposed method is also helpful in finding the exact standard deviation of the truncated angular distributions and angular data acquired in measurement campaigns. This thesis also indicates the significance of the effects of angular distribution truncationon the angular spread. Due to the importance of angular spread in the fading statistics, it is proposed as the goodness-of-fit measure in measurement campaigns. In this regard, comparisons of some notable azimuthal models with the measurement results are shown. The effect of mobile motion on the spatial and temporal characteristics of the channel isalso discussed. Three mobile motion scenarios are presented, which can be considered to be responsible for the variations of the spatio-temporal statistical parameters of the multipath signals. Two different cases are also identified, when the terrain and clutter of the mobile surroundings have an additional effect on the temporal spread of the channel during mobilemotion. The effect of increasing mobile-base separation on the angular and temporal spreads is elaborated in detail. The proposed theoretical results in spatial characteristics can be extended to characterizing and tracking transient behavior of Doppler spread in time-varying fast fading channels; likewise the proposed theoretical results in temporal characteristics canbe utilized in designing efficient equalizers for combating inter-symbol interference (ISI) in time-varying frequency-selective fading channels.In the last part of the thesis, a linear state-space model is developed for signature sequence adaptation over time-varying fast fading channels in DS-CDMA systems. A decision directed adaptive algorithm, based on the proposed state-space model and Kalman filter, is presented. The algorithm outperforms the gradient-based algorithms in tracking the received distortedsignature sequence over time-varying fast fading channels. Simulation results are presented which show that the performance of a linear adaptive receiver can be improved significantly with signature tracking on high Doppler spreads in DS-CDMA systems.
机译:由于与在无线多输入多输出(MIMO)通信链路中使用天线阵列相关的巨大容量和性能提升,这些技术不可避免地将成为未来系统的组成部分。为了评估这种面向波束的技术的潜力,需要在角度和时间域中直接表示多径衰落信道的色散。这种表示只能通过使用空间通道模型来实现。因此,本论文着眼于蜂窝系统的空间信道建模问题及其在多径衰落信道的表征中的应用。本论文的结果主要分为五个部分:a)散射机理建模,b)时空特性的闭式表达式的推导,c)角展度定量测度的一般化,d)研究运动对时空特性的影响,以及e)快速衰落信道的特性及其在直接序列码分多址(DS-CDMA)系统的签名序列适配中的使用。论文首先根据细胞环境的具体情况概述了空间通道建模的基本原理。对先前的建模方法进行了深入讨论,并提出了一个广义的空间通道模型,即“偏心散射模型”。使用该模型,得出了多路径到达的角度和时间分布的封闭形式数学表达式。与以前的模型和可用的测量结果相比,微微小区,微蜂窝和宏蜂窝环境的这些理论结果被认为是现实和通用的。在宏小区环境中,该模型除了包含局部散射结构之外,还考虑了远处散射结构的影响。由于角展度是无线通信中衰落过程的二阶统计量的关键因素,因此本文提出了一种新颖的量化多径功率分布角展度的通用方法。所提出的方法提供了关于角度扩展的几乎所有参数,该参数可以进一步用于计算更精确的空间相关性以及多径衰落信道的其他统计量。这种相关性计算中的准确性程度可以导致计算出使MIMO系统或分集天线的容量最大化所需的阵列元件之间的精确间隔距离。所提出的方法还有助于找到截短的角度分布的精确标准偏差和在测量活动中获取的角度数据。该论文还表明了角分布截断对角展度的影响的重要性。由于衰落统计数据中角散布的重要性,因此建议将其作为测量活动中的拟合优度度量。在这方面,显示了一些著名的方位角模型与测量结果的比较。还讨论了移动运动对通道的空间和时间特性的影响。提出了三个移动运动场景,可以将其视为造成多路径信号时空统计参数变化的原因。当移动运动期间地形和移动环境的混乱对通道的时间扩展具有附加影响时,也确定了两种不同的情况。详细阐述了增加移动基地间距对角度和时间扩展的影响。所提出的空间特性的理论结果可以扩展到表征和跟踪时变快速衰落信道中多普勒扩展的瞬态行为。同样,所提出的时间特性的理论结果也可用于设计有效的均衡器,以应对时变频率选择衰落信道中的码间干扰(ISI)。本文的最后一部分,建立了线性状态空间模型,用于DS-CDMA系统中随时间变化的快速衰落信道上的签名序列适配。提出了一种基于状态空间模型和卡尔曼滤波器的决策自适应算法。该算法在随时间变化的快速衰落信道上跟踪接收到的失真签名序列时,其性能优于基于梯度的算法。仿真结果表明,在DS-CDMA系统中,通过对高多普勒扩展进行签名跟踪,可以显着提高线性自适应接收机的性能。

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