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Scalar Orthogonal Matched Wavelet Design

Authors: Karel, Joël; Peeters, Ralf;

Scalar Orthogonal Matched Wavelet Design

Abstract

This Matlab software bundle implements the matched wavelet design from the paper: Karel, J., Peeters, R. Orthogonal Matched Wavelets with Vanishing Moments: A Sparsity Design Approach. Circuits Syst Signal Process 37, 3487–3514 (2018). https://doi-org.mu.idm.oclc.org/10.1007/s00034-017-0716-1 It allows for designing orthogonal wavelets such that they maximize sparsity for a prototype signal. This can be by either L1 minimization (criterion V1) or L4 maximization (criterion V4). Furthermore, this is both for critically sampled representation, as well when using the stationary wavelet transform to ensure shift invariance. Additionally, it allows for masking in the time domain as well as specifying weights to scale so effectively masking in the time-frequency domain is possible as well as compensating for the overrepresentation of course scales when employing the stationary wavelet transform. Always there is the 0th order vanishing moment, which is enforced in the parameterization, and the 1st order vanishing moment can be enforced as well. Currently the 2nd order vanishing moment is not implemented since it needs to be added as a constraint, whereas this version focusses on a large range of optimization options. Compared to the paper, there is a facility to use the global optimization toolbox for designing wavelets. We have provided files to replicate the result from the paper.

If you cite this software, please also cite this paper: When using this software, please also cite our paper: Karel, J., Peeters, R. Orthogonal Matched Wavelets with Vanishing Moments: A Sparsity Design Approach. Circuits Syst Signal Process 37, 3487–3514 (2018). https://doi-org.mu.idm.oclc.org/10.1007/s00034-017-0716-1

Related Organizations
Keywords

Signal processing, Wavelet Analysis, Wavelet Design, Polyphase, Signal Processing, Computer-Assisted, Wavelet, Matched Wavelets, Matlab, Orthogonal wavelets

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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