Efficient calculation of the MMSE-GDFE decoding order in non-ideal DSL multiple-access channels

A. Forouzan, M. Moonen, J. Maes, M. Guenach
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引用次数: 5

Abstract

The minimum mean squared error (MMSE)-generalized decision feedback equalizer (GDFE) provides a high multi-user crosstalk cancellation performance in upstream digital subscriber lines (DSL) scenarios. The weighted sum rate maximization approach can be used to find the points located on the boundary of the corresponding rate region (RR). The performance of the MMSE-GDFE depends on the decoding order of the users. Unfortunately, unlike in ideal multiple access channels (MAC), the optimal decoding order is not determined by the order of weight factors in practical DSL MACs. To reach the boundary of the RR, a tonal exhaustive search (TES) with computational complexity O(N2N!) is required for each tone, where N is the number of users. In this paper, we investigate the main deviations of the DSL receiver from the ideal MAC receiver and model their effects as a set of update factors on the weight factors. The order of the updated weight factors is then used to determine the decoding order of the users in an iterative fashion. The computational complexity of our updated weight factor ordering (UWFO) algorithm is O(N4) which is significantly smaller than that of TES. Moreover, our simulation results show that the algorithm achieves bit rates very close to the boundary of the RR leading to approximately the same performance as TES. UWFO can be applied to wireless MACs and zero-forcing GDFEs as well.
非理想DSL多址信道中MMSE-GDFE译码顺序的有效计算
最小均方误差(MMSE)-广义决策反馈均衡器(GDFE)在上游数字用户线路(DSL)场景中提供了高的多用户串扰消除性能。加权和速率最大化方法可以用来找到位于相应速率区域(RR)边界上的点。MMSE-GDFE的性能取决于用户的解码顺序。不幸的是,与理想的多址信道(MAC)不同,在实际的DSL MAC中,最佳解码顺序不是由权重因子的顺序决定的。为了达到RR的边界,需要对每个音调进行计算复杂度为0 (N2N!)的音调穷举搜索(TES),其中N为用户数量。在本文中,我们研究了DSL接收器与理想MAC接收器的主要偏差,并将其作为一组更新因子对权重因子的影响建模。然后使用更新的权重因子的顺序以迭代的方式确定用户的解码顺序。更新后的权重因子排序(weight factor ordering, UWFO)算法的计算复杂度为0 (N4),明显小于TES算法。此外,我们的仿真结果表明,该算法实现的比特率非常接近RR的边界,从而获得与TES大致相同的性能。UWFO也可以应用于无线mac和零强制gdfe。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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