迭代多用户联合译码:统一框架与渐近分析

J. Boutros, G. Caire
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引用次数: 336

摘要

对带信道编码的同步片率离散CDMA信道进行了分析,并给出了相应的因子图。将因子图的和积算法应用于迭代联合译码,可以简单直接地推导出迭代联合译码。由于变量的度数为2,因此在变量节点上不进行计算。编码节点的计算只是软入软出(SISO)解码,其输出是编码符号的外在PMF。信道过渡节点的计算相当于MAP逐符号多用户检测,其复杂度通常是k的指数级。我们表明,通过将SISO解码器输出的外部PMF近似为单个质量点PMF(硬决策)或具有相同均值和方差的高斯PDF(矩匹配),可以以简单直接的方式推导出几种先前提出的基于干扰抵消(IC)的低复杂度算法。与之前提出的所有方法(源自启发式推理)不同,我们清楚地看到,应该反馈的是外在PMF,而不是后验PMF。这在限制可实现的吞吐量方面产生了重要的优势。
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Iterative multiuser joint decoding: unified framework and asymptotic analysis
The synchronous chip-rate discrete-time CDMA channel with channel coding is analysed and the corresponding factor graph is presented. Iterative joint decoding can be derived in a simple and direct way by applying the sum-product algorithm to the factor graph. Since variables have degree 2, no computation takes place at the variable nodes. Computation at the code nodes is just soft-in soft-out (SISO) decoding, whose output is the extrinsic PMF of the coded symbols. Computation at the channel transition nodes is equivalent to MAP symbol-by-symbol multiuser detection, whose complexity is generally exponential in K. We show that several previously proposed low-complexity algorithms based on interference cancellation (IC) can be derived in a simple direct way by approximating the extrinsic PMF output by the SISO decoders either as a single mass-point PMF (hard decision) or as a Gaussian PDF with the same mean and variance (moment matching). Differently from all previously presented methods (derived from heuristic reasoning), we see clearly that extrinsic rather than a posteriori PMF should be fed back. This yields important advantages in terms of limiting achievable throughput.
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