iTree网络中加权和速率最大化的迭代礼貌充水

An Liu, Y. Liu, Haige Xiang, Wu Luo
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引用次数: 3

摘要

众所周知,在一般情况下,传统的注水方式在网络中远非最优。我们最近发现了长期寻找的注水网络版本,命名为礼貌注水,它对于称为B-MAC网络的大型MIMO网络是最优的,其中干扰树(iTree)网络是其干扰图没有方向环路的子集。iTree网络是广播信道(BC)和多址信道(MAC)的自然扩展,具有许多值得进一步信息论研究的特性。考虑到礼貌注水的最优性,不再需要网络的通用优化算法,因为它们不利用问题的结构。这里,我们通过加权和速率最大化来演示它。研究结果的意义在于,对于一般的具有干扰环路的B-MAC网络,该算法可以很容易地进行修改。它说明了iTree网络的特性,并针对MAC和BC的特殊情况,取代了目前寻找容量区域的最陡上升算法。仿真结果验证了所提算法的快速收敛性和较高的精度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Iterative Polite Water-Filling for Weighted Sum-Rate Maximization in iTree Networks
It is well known that in general, the traditional water-filling is far from optimal in networks. We recently found the long-sought network version of water-filling named polite water-filling that is optimal for a large class of MIMO networks called B-MAC networks, of which interference Tree (iTree) networks is a subset whose interference graphs have no directional loop. iTree networks is a natural extension of both broadcast channel (BC) and multiaccess channel (MAC) and possesses many desirable properties for further information theoretic study. Given the optimality of the polite water-filling, general purpose optimization algorithms for networks are no longer needed because they do not exploit the structure of the problems. Here, we demonstrate it through the weighted sum-rate maximization. The significance of the results is that the algorithm can be easily modified for general B-MAC networks with interference loops. It illustrates the properties of iTree networks and for the special cases of MAC and BC, replaces the current steepest ascent algorithms for finding the capacity regions. The fast convergence and high accuracy of the proposed algorithms are verified by simulation.
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