4.6 Article

Second-order Sigma-Delta (Sigma Delta) quantization of finite frame expansions

Journal

APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS
Volume 20, Issue 1, Pages 126-148

Publisher

ACADEMIC PRESS INC ELSEVIER SCIENCE
DOI: 10.1016/j.acha.2005.04.003

Keywords

quantization; second-order Sigma-Delta schemes; finite frames; stability

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The second-order Sigma-Delta (Sigma Delta) scheme with linear quantization rule is analyzed for quantizing finite unit-norm tight frame expansions for R-d. Approximation error estimates are derived, and it is shown that for certain choices of frames the quantization error is of order 1/N-2, where N is the frame size. However, in contrast to the setting of bandlimited functions there are many situations where the second-order scheme only gives approximation error of order 1/N. For example, this is the case when quantizing harmonic frames of odd length in even dimensions. An important component of the error analysis involves extending existing stability results to yield smaller invariant sets for the linear second-order Sigma Delta scheme. (C) 2005 Elsevier Inc. All rights reserved.

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