分布式信源矢量量化性能分析

Performance Analysis for Vector Quantization of Distributed Source

  • 摘要: 研究分布式信源量化维数与量化性能之间的定量关系.通过量化器输出点密度函数分别描述了量化码率和失真,推导出量化码率、失真、维数之间的关系,并分析了量化渐近性能.得到量化维数同量化性能之间的关系函数.仿真结果表明,随着维数增加,量化率失真性能渐进逼近Wyner-Ziv限.在较低维数情况下,分布式信源矢量量化也能较好地逼近Wyner-Ziv限,即可以用低复杂度的低维量化器达到性能的需求.

     

    Abstract: To study the quantitative relation of dimension and complexity.The rate and distortion of distributed source vector quantization are characterized and analyzed through the point density function of a quantizer.The function of rate,distortion,dimension is then derived,and the asymptotic performance of vector quantization is analyzed.The function of dimension and performance is then obtained.Simulation results showed that rate-distortion performance can approach WynerZiv bound gradually with increasing dimension.The performance of distributed source vector quantization can approach Wyner-Ziv bound in the lower dimension case.So performance requirements can be met by low-dimension quantizer of less complexity.

     

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