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Iterative MAP Receiver Employing Forward Channel Estimation via Message Passing for OFDM over Fast Fading Channels

机译:迭代MAP接收器通过快速衰落信道上的OFDM通过消息传递使用前向信道估计

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摘要

This paper proposes an iterative maximum a posteriori (MAP) receiver for orthogonal frequency division multiplexing (OFDM) mobile communications under fast-fading conditions. The previous work in [21] developed a MAP receiver based on the expectation-maximization (EM) algorithm employing the differential model, which can allow correlated time-variation of channel impulse responses. In order to make such a MAP receiver more robust against time-variant channels, this paper proposes two new message-passing algorithms derived from factor graphs; subcarrier removal and partial turbo processing. The subcarrier removal estimates the channel frequency response by using all subcarriers other than the targeted subcarrier. Such channel estimate can be efficiently calculated by removing information on the targeted subcarrier from the estimate of the original EM algorithm that uses all the subcarriers. This modification can avoid the repetitive use of incorrectly detected signals for the channel estimation. On the other hand, the partial turbo processing performs symbol-by-symbol channel decoding by using a symbol interleaver. Owing to this process, the current channel estimate, which is more accurate due to the decoding gain, can be used as the initial channel estimate for the next symbol. Computer simulations under fast multipath fading conditions demonstrate that the subcarrier removal and the partial turbo processing can improve the error floor and the convergence speed, respectively, compared to the conventional MAP receiver.
机译:本文提出了一种迭代最大后验(MAP)接收机,用于快速衰落条件下的正交频分复用(OFDM)移动通信。文献[21]中的先前工作基于采用差分模型的期望最大化(EM)算法开发了一种MAP接收器,该算法可以允许信道脉冲响应的相关时变。为了使这种MAP接收器对时变信道具有更高的鲁棒性,本文提出了两种新的从因子图派生的消息传递算法。子载波去除和部分Turbo处理。子载波去除通过使用除目标子载波以外的所有子载波来估计信道频率响应。通过从使用所有子载波的原始EM算法的估计中去除关于目标子载波的信息,可以有效地计算这样的信道估计。这种修改可以避免将错误检测的信号重复用于信道估计。另一方面,部分turbo处理通过使用符号交织器执行逐符号信道解码。由于该过程,由于解码增益而更准确的当前信道估计可以用作下一个符号的初始信道估计。在快速多径衰落条件下的计算机仿真表明,与传统的MAP接收器相比,去除副载波和部分Turbo处理可以分别改善错误基底和收敛速度。

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