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An EM based frequency domain channel estimation algorithm for multi-access OFDM systems

机译:基于EM的多址OFDM系统频域信道估计算法

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摘要

Channel estimation is an important prerequisite for receiver design. In this paper we present a semi-blind low complexity frequency domain based channel estimation algorithm for multi-access Orthogonal Frequency Division Multiplexing (OFDM) systems. Our algorithm is based on eigenvalues interpolation and makes a collective use of data and channel constraints. We exploit these constraints to derive a frequency domain maximum a posteriori (MAP) channel estimator. Furthermore, we develop a data aided (expectation maximization based) estimator incorporating frequency correlation information. The estimator is further enhanced by utilizing the time correlation information through a forward backward (FB) Kalman filter. We also explore various implementation for the FB Kalman filter. The simulation results are provided validating the applicability of the proposed algorithm.
机译:信道估计是接收机设计的重要前提。在本文中,我们提出了一种基于半盲低复杂度频域的信道估计算法,用于多路访问正交频分复用(OFDM)系统。我们的算法基于特征值插值,并集体使用数据和通道约束。我们利用这些约束来导出频域最大后验(MAP)信道估计器。此外,我们开发了一种包含频率相关信息的数据辅助(基于期望最大化)估计器。通过通过前向后向(FB)卡尔曼滤波器利用时间相关性信息,可以进一步增强估算器。我们还将探讨FB Kalman滤波器的各种实现。仿真结果验证了所提算法的适用性。

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