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The Linear Zero-Forcing Crosstalk Canceller is Near-optimal in DSL Channels

机译:线性零强制串扰消除器在DSL通道中接近最佳

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摘要

The design and optimization of orthogonal frequency division multiplex (OFDM) systems typically take the following form: The design objective is usually to maximize the total sum rate which is the sum of individual rates in each frequency tone. The design constraints are usually linear constraints imposed across all tones. This paper explains why dual methods are ideally suited for this class of problems. The main result is the following: Regardless of whether the objective or the constraints are convex, the duality gap for this class of problems is always zero in the limit as the number of frequency tones goes to infinity. As the dual problem typically decouples into many smaller per-tone problems, solving the dual is much more efficient. This gives an efficient method to find the global optimum of non-convex optimization problems for the OFDM system. Multiuser optimal power allocation, optimal frequency planning, and optimal low-complexity crosstalk cancellation for vectored DSL are used to illustrate this point.
机译:正交频分复用(OFDM)系统的设计和优化通常采用以下形式:设计目标通常是使总和速率最大化,该总和速率是每个频率音调中各个速率的总和。设计约束通常是跨所有音调施加的线性约束。本文解释了为什么双重方法最适合此类问题。主要结果如下:不管目标还是约束是凸的,随着频率音调数目达到无穷大,此类问题的对偶间隙在极限中始终为零。由于对偶问题通常会分解为许多较小的单音问题,因此解决对偶问题的效率要高得多。这为查找OFDM系统的非凸优化问题的全局最优问题提供了一种有效的方法。用于矢量DSL的多用户最佳功率分配,最佳频率规划和最佳低复杂度串扰消除可用于说明这一点。

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