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Iterative channel estimation and detection for fast time-varying MIMO-OFDM channels

机译:快速时变MIMO-OFDM信道的迭代信道估计和检测

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This paper is concerned with the challenging problem of joint channel estimation and data detection for high mobility multiple-input multiple-output orthogonal frequency division multiplexing systems. We propose a new iterative channel estimation and detection scheme, which reduces the unexpected effects of both detection errors and channel estimation errors. Detection errors in channel estimation are analyzed and transformed as part of the noise. To filter this equivalent noise by Kalman estimator, we derive the covariance of both the channels and data errors in detection. Besides, we propose a new detection algorithm with an optimized weight to minimize the detection error caused by channel estimation errors. To obtain this optimized weight, the error covariance of the estimated channels is derived from the error estimate covariance matrix in Kalman estimator. Simulation results are presented to demonstrate the significant performance improvement in joint channel estimation and data detection with the proposed iterative scheme.
机译:本文关注于高迁移率多输入多输出正交频分复用系统中联合信道估计和数据检测的挑战性问题。我们提出了一种新的迭代信道估计和检测方案,该方案减少了检测误差和信道估计误差的意外影响。分析信道估计中的检测错误并将其转换为噪声的一部分。为了通过Kalman估计器过滤此等效噪声,我们导出了检测中通道误差和数据误差的协方差。此外,我们提出了一种具有优化权重的新检测算法,以最小化由信道估计误差引起的检测误差。为了获得该优化的权重,从卡尔曼估计器中的误差估计协方差矩阵导出估计信道的误差协方差。仿真结果表明,通过所提出的迭代方案,在联合信道估计和数据检测方面的显着性能改进。

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