基于小波变换的AWGN信道非二进制存储信号整形方案

P. Crespo, Xabier Insausti, J. Ser, Jesús Gutiérrez-Gutiérrez
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引用次数: 2

摘要

提出了一种低复杂度的信号整形方案,用于在AWGN信道上传输由有记忆源产生的非二进制符号。它是基于使用Burrows-Wheeler变换(BWT)[1]和标准二维(QAM)星座。基于BWT输出符号的一阶概率驱动星座点,使整形增益最大化。所提出的系统是[2]中介绍的二进制源系统的扩展。为了评估其性能,将每个传输符号对应的平均能量与使用理想源编码器然后使用标准无编码QAM传输方案时获得的能量进行比较。此外,研究表明,在熵等于原始源熵率的约束下,基于BWT输出符号的一阶概率分布与麦克斯韦-玻尔兹曼概率分布之间的Kullback-Leibler散度,可以评估两个系统之间的功率增益比。
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Signal shaping scheme based on the BWT for the transmission of non-binary sources with memory over the AWGN channel
This paper proposes a low-complexity signal shaping scheme for the transmission of non-binary symbols generated by sources with memory over the AWGN channel. It is based on using the Burrows-Wheeler Transform (BWT) [1] and standard two dimensional (QAM) constellations. The constellation points are driven based on the first order probabilities of the BWT output symbols so that shaping gain is maximized. The proposed system is an extension of the one introduced in [2] for binary sources. To evaluate its performance, the corresponding average energy per transmitted symbol is compared with that obtained when using an ideal source encoder followed by a standard uncoded QAM transmission scheme. In addition, it is shown that the power gain ratio between both systems can be assessed based on the Kullback-Leibler divergence between the first order probability distributions of the BWT output symbols and the Maxwell-Boltzmann probability distribution, obtained under the constraint of achieving an entropy equal to the entropy-rate of the original source.
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