DocumentCode :
1037342
Title :
DPCM encoding of regenerative composite processes
Author :
Naraghi-Pour, Mort ; Hegde, Manju ; Arora, Namit
Author_Institution :
Dept. of Electr. & Comput. Eng., Louisiana State Univ., Baton Rouge, LA, USA
Volume :
40
Issue :
1
fYear :
1994
fDate :
1/1/1994 12:00:00 AM
Firstpage :
153
Lastpage :
160
Abstract :
Fixed (nonadaptive) and forward adaptive differential pulse code modulation of regenerative composite sources is investigated. In the fixed code, an approximate formula is given for the optimal value of the prediction coefficient. This is then used as an initial guess to optimize the code (predictor and quantizer) through a numerical method. In the forward adaptive scheme, the state of the switch in the composite source is estimated using a MAP sequence estimation algorithm, and the code is then matched to the mode process corresponding to the estimated switch state. The performance of the two systems is evaluated with quantizers of 4, 8, and 16 levels. The results show that the forward adaptive scheme significantly outperforms optimized fixed DPCM in the sense of mean-squared error. Stochastic stability of the code is also established for the fixed DPCM scheme as well as for an adaptive scheme which receives the switch state as side information
Keywords :
encoding; estimation theory; filtering and prediction theory; parameter estimation; pulse-code modulation; stability; stochastic processes; DPCM encoding; MAP sequence estimation algorithm; estimated switch state; fixed nonadaptive differential pulse code modulation; forward adaptive differential pulse code modulation; mean-squared error; mode process; prediction coefficient; predictor; quantizer; regenerative composite processes; stochastic stability; Autoregressive processes; Encoding; Modulation coding; Pulse modulation; Random processes; Speech; Stability; State estimation; Stochastic processes; Switches;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/18.272473
Filename :
272473
Link To Document :
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