Sub-Nyquist sampling achieves optimal rate-distortion

Alon Kipnis, Andrea J. Goldsmith, Yonina C. Eldar

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Abstract

The minimal sampling frequency required to achieve the rate-distortion function of a Gaussian stationary process is analyzed. Although the Nyquist rate is the minimal sampling frequency that allows perfect reconstruction of a bandlimited signal from its samples, relaxing perfect reconstruction to a prescribed distortion may allow a lower sampling frequency to achieve the optimal rate-distortion trade-off. We consider a combined sampling and source coding problem in which an analog Gaussian source is reconstructed from its rate-limited sub-Nyquist samples. We show that each point on the distortion-rate curve of the source corresponds to a sampling frequency fDR smaller than the Nyquist rate, such that this point can be achieved by sampling at frequency fDR or above. This can be seen as an extension of the sampling theorem in the sense that it describes the minimal amount of excess distortion in the reconstruction due to lossy compression of the samples, and provides the minimal sampling frequency required in order to achieve that distortion.

Original languageEnglish (US)
Title of host publication2015 IEEE Information Theory Workshop, ITW 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781479955268
DOIs
StatePublished - Jun 24 2015
Externally publishedYes
Event2015 IEEE Information Theory Workshop, ITW 2015 - Jerusalem, Israel
Duration: Apr 26 2015May 1 2015

Publication series

Name2015 IEEE Information Theory Workshop, ITW 2015

Other

Other2015 IEEE Information Theory Workshop, ITW 2015
CountryIsrael
CityJerusalem
Period4/26/155/1/15

All Science Journal Classification (ASJC) codes

  • Electrical and Electronic Engineering
  • Computer Networks and Communications
  • Information Systems
  • Computational Theory and Mathematics

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