DocumentCode :
1087552
Title :
On lattice quantization noise
Author :
Zamir, Ram ; Feder, Meir
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA
Volume :
42
Issue :
4
fYear :
1996
fDate :
7/1/1996 12:00:00 AM
Firstpage :
1152
Lastpage :
1159
Abstract :
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 1/2πe, 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
Keywords :
Gaussian channels; entropy codes; error statistics; lattice theory; random processes; vector quantisation; white noise; AWGN channel; additive noise channel; bit rate; dithered lattice quantizer; divergence; entropy-coded dithered quantization; error; high resolution; information rate; lattice cell; lattice quantization noise; linear transformation; normalized second moment; random vector; white Gaussian process; white noise; wide-sense-stationary noise; AWGN; Additive noise; Additive white noise; Bit rate; Gaussian noise; Gaussian processes; Lattices; Noise level; Quantization; Vectors;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/18.508838
Filename :
508838
Link To Document :
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