Title
DPCM Encoding of Regenerative Composite Processes
Document Type
Article
Publication Date
1-1-1994
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 meansquared 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. © 1994 IEEE
Publication Source (Journal or Book title)
IEEE Transactions on Information Theory
First Page
153
Last Page
160
Recommended Citation
Naraghi-Pour, M., & Hegde, M. (1994). DPCM Encoding of Regenerative Composite Processes. IEEE Transactions on Information Theory, 40 (1), 153-160. https://doi.org/10.1109/18.272473