• DocumentCode
    22154
  • Title

    A Deterministic Analysis of Decimation for Sigma-Delta Quantization of Bandlimited Functions

  • Author

    Daubechies, Ingrid ; Saab, Rayan

  • Author_Institution
    Dept. of Math., Duke Univ., Durham, CA, USA
  • Volume
    22
  • Issue
    11
  • fYear
    2015
  • fDate
    Nov. 2015
  • Firstpage
    2093
  • Lastpage
    2096
  • Abstract
    We study Sigma-Delta ( ΣΔ) quantization of oversampled bandlimited functions. We prove that digitally integrating blocks of bits and then down-sampling, a process known as decimation, can efficiently encode the associated ΣΔ bit-stream. It allows a large reduction in the bit-rate while still permitting good approximation of the underlying bandlimited function via an appropriate reconstruction kernel. Specifically, in the case of stable rth order ΣΔ schemes we show that the reconstruction error decays exponentially in the bit-rate. For example, this result applies to the 1-bit, greedy, first-order ΣΔ scheme.
  • Keywords
    bandlimited signals; encoding; quantisation (signal); sigma-delta modulation; signal reconstruction; signal sampling; ΣΔ bit-stream; ΣΔ quantization; bit-rate reduction; decimation deterministic analysis; digitally integrating block; down-sampling; encoding; exponentially decay; oversampled bandlimited function; reconstruction error; reconstruction kernel; sigma-delta quantization; Approximation methods; Encoding; Fourier transforms; Kernel; Quantization (signal); Robustness; Sigma-delta modulation; Bandlimited functions; Sigma-Delta; decimation; encoding; quantization; rate-distortion;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2015.2459758
  • Filename
    7164279