Abstract
This paper analyzes mathematically the effect of quantizer threshold imperfection commonly encountered in the circuit implementation of analog-to-digltal (A/D) converters such as pulse code modulation (PCM) and sigma-delta (∑Δ) modulation. ∑Δ modulation, which is based on coarse quantization of oversampled (redundant) samples of a signal, enjoys a type of self-correction property for quantizer threshold errors (bias) that is not shared by PCM. Although "classical" ∑Δ modulation is inferior to PCM in the rate-distortion sense, this robustness feature is believed to be one of the reasons why ∑Δ modulation is preferred over PCM in A/D converters with imperfect quantizers. Motivated by these facts, other encoders are constructed in this paper that use redundancy to obtain a similar self-correction property, but that achieve higher order accuracy relative to bit rate compared to classical ∑Δ. More precisely, two different types of encoders are introduced that exhibit exponential accuracy in the bit rate (in contrast to the polynomial-type accuracy of classical ∑Δ) while possessing the self-correction property.
Original language | English (US) |
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Pages (from-to) | 874-885 |
Number of pages | 12 |
Journal | IEEE Transactions on Information Theory |
Volume | 52 |
Issue number | 3 |
DOIs | |
State | Published - Mar 2006 |
Keywords
- Analog-to-digital (A/D) conversion
- Beta expansion
- Quantization
- Robustness
- Sigma-delta modulation
ASJC Scopus subject areas
- Information Systems
- Computer Science Applications
- Library and Information Sciences