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ADAPTIVE AND LINEAR PREDICTION CHANNEL TRACKING ALGORITHMS FOR MOBILE OFDM-MIMO APPLICATIONS

机译:用于移动OFDM-MIMO应用的自适应和线性预测信道跟踪算法

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This paper presents low overhead channel tracking algorithms for mobile orthogonal frequency division multiplexing (OFDM) multiple-input multiple-output (MIMO) communication systems. In this paper we explore the use of period training for channel estimation used in conjunction with adaptive decision-feedback LMS, RLS and Kalman filter with Linear Prediction. In this paper, we show that the Linear Prediction algorithm can substantially improve the performance of adaptive tracking methods. MIMO communication systems typically require knowledge of the channel state information, however, mobile communication systems exhibit a time and frequency-varying channel matrix. Consequently, channel tracking methods are required to accurately estimate the channel. This paper presents results of V-BLAST (Vertical Bell Laboratories Layered Space-Time) MIMO simulations using the Geometric Wide-band Time-varying Channel Model (GWTCM) with Rayleigh faded environments. Flat fading is assumed for each OFDM subcarrier. Results indicate that robust channel tracking for OFDM-MIMO applications can be improved by using adaptive methods with Linear Prediction techniques. OFDM-MIMO architectures such as OFDM coupled with V-BLAST can be easily implemented by exploiting the built-in and flexible multi-channel architectures of advanced Software Defined Radios (SDR).
机译:本文介绍了用于移动正交频分复用(OFDM)多输入多输出(MIMO)通信系统的低开销通道跟踪算法。在本文中,我们探讨了与线性预测结合适应决策反馈LMS,RLS和卡尔曼滤波器使用的信道估计的时期训练的使用。在本文中,我们表明线性预测算法可以大大提高自适应跟踪方法的性能。 MIMO通信系统通常需要了解信道状态信息,然而,移动通信系统表现出时间和频率变化的信道矩阵。因此,需要准确估计信道所需的信道跟踪方法。本文介绍了V-BLAST(垂直钟实验室分层时空)MIMO模拟的结果,使用带瑞利褪色环境的几何宽带时变通道模型(GWTCM)。每个OFDM子载波都假设扁平衰落。结果表明,通过使用具有线性预测技术的自适应方法,可以提高对OFDM-MIMO应用的强大信道跟踪。 OFDM-MIMO架构,如OFDM与V-BLAST一起使用,可以通过利用高级软件定义的无线电(SDR)的内置和灵活的多通道架构轻松实现。

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