White noise hypothesis for uniform quantization errors

David Jimenez*, Long Wang, Yang Wang

*Corresponding author for this work

Research output: Contribution to journalJournal Articlepeer-review

28 Citations (Scopus)

Abstract

The white noise hypothesis (WNH) assumes that in the uniform pulse code modulation (PCM) quantization scheme the errors in individual channels behave like white noise; i.e., they are independent and identically distributed random variables. The WNH is key to estimating the mean square quantization error (MSE). But is the WNH valid? In this paper we take a close look at the WNH. We show that in a redundant system the errors from individual channels can never be independent. Thus to an extent the WNH is invalid. Our numerical experiments also indicate that with coarse quantization the WNH is far from valid. However, as the main result of this paper we show that with fine quantizations the WNH is essentially valid in that the errors from individual channels become asymptotically pairwise independent, each uniformly distributed in [-Δ/2, Δ/2), where Δ denotes the stepsize of the quantization.

Original languageEnglish
Pages (from-to)2042-2056
Number of pages15
JournalSIAM Journal on Mathematical Analysis
Volume38
Issue number6
DOIs
Publication statusPublished - 2007
Externally publishedYes

Keywords

  • Frames
  • Pulse code modulation
  • Quantization
  • Tight frame
  • White noise hypothesis

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