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
Link To Document