DocumentCode :
934615
Title :
Stochastic stability for feedback quantization schemes
Author :
Kieffer, John C.
Volume :
28
Issue :
2
fYear :
1982
fDate :
3/1/1982 12:00:00 AM
Firstpage :
248
Lastpage :
254
Abstract :
Feedback quantization schemes (such as delta modulation. adaptive quantization, differential pulse code modulation (DPCM), and adaptive differential pulse code modulation (ADPCM) encode an information source by quantizing the source letter at each time i using a quantizer, which is uniquely determined by examining some function of the past outputs and inputs called the state of the encoder at time i . The quantized output letter at time i is fed back to the encoder, which then moves to a new state at time i+1 which is a function of the state at time i and the encoder output at time i . In an earlier paper a stochastic stability result was obtained for a class of feedback quantization schemes which includes delta modulation and some adaptive quantization schemes. In this paper a similar result is obtained for a class of feedback quantization schemes which includes linear DPCM and some ADPCM encoding schemes. The type of stochastic stability obtained gives almost-sure convergence of time averages of functions of the joint input-state-output process. This is stronger than the type of stochastic stability obtained previously by Gersho, Goodman, Goldstein, and Liu, who showed convergence in distribution of the time i input-state-output as i \\rightarrow \\infty .
Keywords :
Quantization (signal); Signal quantization; Stability; Convergence; Delta modulation; Encoding; Modulation coding; Output feedback; Pulse modulation; Quantization; Stability; State feedback; Stochastic processes;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1982.1056487
Filename :
1056487
Link To Document :
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