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Adaptive Bit Rate Maximizing Time-Domain Equalizer Design for DMT-Based Systems

机译:基于DMT的系统的自适应比特率最大化时域均衡器设计

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The classical discrete multitone receiver as used in, e.g., digital subscriber line (DSL) modems, combines a channel shortening time-domain equalizer (TEQ) with one-tap frequency-domain equalizers (FEQs). In a previous paper, the authors proposed a nonlinear bit rate maximizing (BM) TEQ design criterion and they have shown that the resulting BM-TEQ and the closely related BM per-group equalizers (PGEQs) approach the performance of the so-called per-tone equalizer (PTEQ). The PTEQ is an attractive alternative that provides a separate complex-valued equalizer for each active tone. In this paper, the authors show that the BM-TEQ and BM-PGEQ, despite their nonlinear cost criterion, can be designed adaptively, based on a recursive Levenberg-Marquardt algorithm. This adaptive BM-TEQ/BM-PGEQ makes use of the same second-order statistics as the earlier presented recursive least-squares (RLS)-based adaptive PTEQ. A complete range of adaptive BM equalizers then opens up: the RLS-based adaptive PTEQ design is computationally efficient but involves a large number of equalizer taps; the adaptive BM-TEQ has a minimal number of equalizer taps at the expense of a larger design complexity; the adaptive BM-PGEQ has a similar design complexity as the BM-TEQ and an intermediate number of equalizer taps between the BM-TEQ and the PTEQ. These adaptive equalizers allow us to track variations of transmission channel and noise, which are typical of a DSL environment.
机译:例如在数字用户线(DSL)调制解调器中使用的经典离散多音接收器将信道缩短时域均衡器(TEQ)与一键式频域均衡器(FEQ)结合在一起。在先前的论文中,作者提出了非线性比特率最大化(BM)TEQ设计标准,并且他们表明,所得的BM-TEQ和密切相关的BM每组均衡器(PGEQ)接近所谓的per-performance性能。音均衡器(PTEQ)。 PTEQ是一种有吸引力的替代方案,它为每个活动音调提供单独的复数值均衡器。在本文中,作者表明,尽管具有BM-TEQ和BM-PGEQ的非线性成本标准,但它们可以基于递归Levenberg-Marquardt算法进行自适应设计。此自适应BM-TEQ / BM-PGEQ使用与先前介绍的基于递归最小二乘(RLS)的自适应PTEQ相同的二阶统计量。然后便提供了完整的自适应BM均衡器范围:基于RLS的自适应PTEQ设计在计算上非常有效,但涉及大量均衡器抽头;自适应BM-TEQ的均衡器抽头数量最少,但设计复杂度较高;自适应BM-PGEQ的设计复杂度与BM-TEQ相似,并且在BM-TEQ和PTEQ之间具有中等数量的均衡抽头。这些自适应均衡器使我们能够跟踪DSL环境中典型的传输通道和噪声的变化。

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