On lattice quantization noise

被引:230
作者
Zamir, R [1 ]
Feder, M [1 ]
机构
[1] TEL AVIV UNIV, DEPT ELECT ENGN SYST, IL-69978 TEL AVIV, ISRAEL
关键词
lattice; quantization noise; shaping; normalized second moment; divergence from Gaussianity;
D O I
10.1109/18.508838
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present several results regarding the properties of a random vector, uniformly distributed over a lattice cell, This random vector is the quantization noise of a lattice quantizer at high resolution, or the noise of a dithered lattice quantizer at all distortion levels, We find that for the optimal lattice quantizers this noise is wide-sense-stationary and white. Any desirable noise spectra may be realized by an appropriate linear transformation (''shaping'') of a lattice quantizer. As the dimension increases, the normalized second moment of the optimal lattice quantizer goes to 1/2 pi e, and consequently the quantization noise approaches a white Gaussian process in the divergence sense, In entropy-coded dithered quantization, which can be modeled accurately as passing the source through an additive noise channel, this limit behavior implies that for large lattice dimension both the error and the bit rate approach the error and the information rate of an Additive White Gaussian Noise (AWGN) channel.
引用
收藏
页码:1152 / 1159
页数:8
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