Title :
Uniform and piecewise uniform lattice vector quantization for memoryless Gaussian and Laplacian sources
Author :
Jeong, Dae Gwon ; Gibson, Jerry D.
Author_Institution :
Dept. of Avionics Eng., Hankuk Aviation Univ., Kyunggi, South Korea
fDate :
5/1/1993 12:00:00 AM
Abstract :
Lattice vector quantizer design procedures for nonuniform sources are presented. The procedures yield lattice vector quantizers with excellent performance and retaining the structure required for fast quantization. Analytical methods for truncating and scaling lattices to be used in vector quantizations are given, and their utility is demonstrated for independent and identically distributed (i.i.d.) Gaussian and Laplacian sources. An analytical technique for piecewise linear multidimensional compandor designs is evaluated for i.i.d. Gaussian and Laplacian sources by comparing its performance to that of the other vector quantizers
Keywords :
lattice theory and statistics; piecewise-linear techniques; vector quantisation; Gaussian sources; Laplacian sources; i.i.d. sources; lattice scaling; lattice truncation; lattice vector quantization; memoryless sources; nonuniform sources; piecewise linear multidimensional compandor; Aerospace electronics; Algorithm design and analysis; Block codes; Iterative algorithms; Laplace equations; Lattices; Multidimensional systems; Piecewise linear techniques; Rate-distortion; Vector quantization;
Journal_Title :
Information Theory, IEEE Transactions on