平稳向量值高斯-马尔可夫信源的固定速率零延迟编码

Photios A. Stavrou, Jan Østergaard
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引用次数: 6

摘要

本文研究了一个固定速率的零延迟源编码问题,其中平稳向量值高斯-马尔可夫源在平均均方误差(MSE)失真约束下被压缩。我们通过考虑高斯非预期率失真函数(NRDF)来解决这个问题,NRDF是零延迟高斯RDF的下界。然后,我们利用其对应的最优“测试通道”来表征平稳高斯NRDF并评估相应的信息率。我们证明了高斯NRDF可以通过有限支持的p并行固定速率标量均匀量化器来实现,抖动信号高达一个乘法失真因子和一个恒定的速率惩罚。我们用一个数值例子来演示我们的框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fixed-Rate Zero-Delay Source Coding for Stationary Vector-Valued Gauss-Markov Sources
We consider a fixed-rate zero-delay source coding problem where a stationary vector-valued Gauss-Markov source is compressed subject to an average mean-squared error (MSE) dis- tortion constraint. We address the problem by considering the Gaussian nonanticipative rate distortion function (NRDF) which is a lower bound to the zero-delay Gaussian RDF. Then, we use its corresponding optimal “test-channel” to characterize the stationary Gaus- sian NRDF and evaluate the corresponding information rates. We show that the Gaussian NRDF can be achieved by p-parallel fixed-rate scalar uniform quantizers of finite support with dithering signal up to a multiplicative distortion factor and a constant rate penalty. We demonstrate our framework with a numerical example.
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