DocumentCode
774748
Title
An Algorithm for the Design of Labeled-Transition Finite-State Vector Quantizers
Author
Dunham, Mari O. ; Gray, Robert M.
Author_Institution
Stanford Univ., Stanford, CA
Volume
33
Issue
1
fYear
1985
fDate
1/1/1985 12:00:00 AM
Firstpage
83
Lastpage
89
Abstract
A finite-state vector quantizer (FSVQ) is a switched vector quantizer where the sequence of quantizers selected by the encoder can be tracked by the decoder. It can be viewed as an adaptive vector quantizer with backward estimation, a vector generalization of an AQB system. Recently a family of algorithms for the design of FSVQ´s for waveform coding application has been introduced. These algorithms first design an initial set of vector quantizers together with a next-state function giving the rule by which the next quantizer is selected. The codebooks of this initial FSVQ are then iteratively improved by a natural extension of the usual memoryless vector quantizer design algorithm. The next-state function, however, is not modified from its initial form. In this paper we present two extensions of the FSVQ design algorithms. First, the algorithm for FSVQ design for waveform coders is extended to FSVQ design of linear predictive coded (LPC) speech parameter vectors using an Itakura-Saito distortion measure. Second, we introduce a new technique for the iterative improvement of the next-state function based on an algorithm from adaptive stochastic automata theory. The design algorithms are simulated for an LPC FSVQ and the results are compared with each other and to ordinary memoryless vector quantization. Several open problems suggested by the simulation results are presented.
Keywords
Quantization (signal); Signal quantization; Algorithm design and analysis; Current measurement; Decoding; Distortion measurement; Iterative algorithms; Linear predictive coding; Read only memory; Speech; Stochastic processes; Vectors;
fLanguage
English
Journal_Title
Communications, IEEE Transactions on
Publisher
ieee
ISSN
0090-6778
Type
jour
DOI
10.1109/TCOM.1985.1096198
Filename
1096198
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