On the DPCM compression of Gaussian autoregressive sequences

Citation
Og. Guleryuz et Mt. Orchard, On the DPCM compression of Gaussian autoregressive sequences, IEEE INFO T, 47(3), 2001, pp. 945-956
Citations number
17
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE TRANSACTIONS ON INFORMATION THEORY
ISSN journal
00189448 → ACNP
Volume
47
Issue
3
Year of publication
2001
Pages
945 - 956
Database
ISI
SICI code
0018-9448(200103)47:3<945:OTDCOG>2.0.ZU;2-S
Abstract
Differential pulse-coded modulation (DPCM) encoding of Gaussian autoregress ive (AR) sequences is considered. It is pointed out that DPCM is rate-disto rtion inefficient at low bit rates. Simple filtering modifications are prop osed and incorporated into DPCM, A rate-distortion optimization framework t hat results in optimal filters is presented. It is shown that the designed filters take advantage of "less significant" process spectral components in order to achieve superior rate-distortion performance, Design equations ar e derived, issues related to optimization and complexity addressed. It is s hown that simple DPCM systems with the proposed modifications significantly outperform their standard counterparts.