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Blind soft-output decoding of space-time trellis coded transmissions over time-varying Rayleigh fading channels

机译:时变瑞利衰落信道上时空网格编码传输的盲软输出解码

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摘要

We present a joint channel estimation and decoding method for space-time trellis codes (STTC) transmitted over an unknown flat fading multiple-input multiple-output (MIMO) channel. In a blind context, i.e. when pilot symbols are not available, we will show that the probability density function (pdf) of the MIMO channel becomes multimodal due to phase ambiguities. To address this problem, a combined state-space model for the time-varying MIMO channel and the STTC is introduced. The proposed algorithm then uses a Gaussian mixture approach to perform joint channel estimation and soft-output detection. We compare our method to several well known algorithms obtained by collapsing the Gaussian mixture to a single Gaussian distribution. A comparison with sequential Monte Carlo methods is also included. Numerical simulations show that the performances of the proposed blind STTC decoder are close to decoding with perfect channel state information (CSI). As a useful application of the proposed soft-output algorithm, we provide an example of blind iterative decoding of concatenated space-time codes.
机译:我们提出一种联合信道估计和解码方法,用于在未知平面衰落多输入多输出(MIMO)信道上传输的时空网格码(STTC)。在盲上下文中,即当导频符号不可用时,我们将显示MIMO信道的概率密度函数(pdf)由于相位模糊而变为多峰。为了解决这个问题,引入了用于时变MIMO信道和STTC的组合状态空间模型。所提出的算法然后使用高斯混合方法来执行联合信道估计和软输出检测。我们将我们的方法与通过将高斯混合分解为单个高斯分布而获得的几种众所周知的算法进行比较。还包括与顺序蒙特卡罗方法的比较。数值仿真表明,所提出的盲STTC解码器的性能接近于具有完美信道状态信息(CSI)的解码。作为所提出的软输出算法的有用应用,我们提供了一个对级联的空时码进行盲迭代解码的示例。

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