• DocumentCode
    1415010
  • Title

    Root-Exponential Accuracy for Coarse Quantization of Finite Frame Expansions

  • Author

    Krahmer, Felix ; Saab, Rayan ; Ward, Rachel

  • Author_Institution
    Hausdorff Center for Math., Univ. Bonn, Bonn, Germany
  • Volume
    58
  • Issue
    2
  • fYear
    2012
  • Firstpage
    1069
  • Lastpage
    1079
  • Abstract
    In this note, we show that by quantizing the N-dimensional frame coefficients of signals in Rd using r th-order Sigma-Delta quantization schemes, it is possible to achieve root-exponential accuracy in the oversampling rate λ: = N/d. In particular, we construct a family of finite frames tailored specifically for coarse Sigma-Delta quantization that admit themselves as both canonical duals and Sobolev duals. Our construction allows for error guarantees that behave as e-c√{λ}, where under a mild restriction on the oversampling rate, the constants are absolute. Moreover, we show that harmonic frames can be used to achieve the same guarantees, but with the constants now depending on d .
  • Keywords
    harmonic analysis; quantisation (signal); sigma-delta modulation; N-dimensional frame coefficient; Sobolev duals; coarse quantization; finite frame expansions; finite frames; harmonic frames; oversampling rate; root-exponential accuracy; sigma-delta quantization scheme; Approximation error; Error analysis; Harmonic analysis; Quantization; Sigma delta modulation; Vectors; Alternative duals; Sigma-Delta; finite frames; harmonic frames; oversampling; quantization;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2011.2168942
  • Filename
    6122507