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Generalized morse wavelets

Olhede, SC; Walden, AT; (2002) Generalized morse wavelets. IEEE T SIGNAL PROCES , 50 (11) 2661 - 2670. 10.1109/TSP.2002.804066.

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This paper examines the class of generalized Morse wavelets, which are eigenfunction wavelets suitable for use in time-varying spectrum estimation via averaging of time-scale eigenscalograms. Generalized Morse wavelets of order k (the corresponding eigenvalue order) depend on a doublet of parameters (beta, gamma); we extend results derived for the special case beta = gamma = 1 and include a proof of "the resolution of identity." The wavelets are easy to compute using the discrete Fourier transform (DFT) and, for (beta, gamma) = (2m, 2), can be computed exactly. A correction of a previously published eigenvalue formula is given. This shows that for gamma > 1, generalized Morse wavelets can outperform the Hermites in energy concentration, contrary to a conclusion based on the gamma = 1 case.For complex signals, scalogram analyses must be carried out using both the analytic and anti-analytic complex wavelets or odd and even real wavelets, whereas for real signals, the analytic complex wavelet is sufficient.

Type: Article
Title: Generalized morse wavelets
DOI: 10.1109/TSP.2002.804066
Keywords: scalograms, spectrograms, time-frequency analysis, wavelet transforms, FREQUENCY LOCALIZATION OPERATORS, PHASE-SPACE APPROACH
UCL classification: UCL > School of BEAMS > Faculty of Maths and Physical Sciences
UCL > School of BEAMS > Faculty of Maths and Physical Sciences > Statistical Science
URI: http://discovery.ucl.ac.uk/id/eprint/155328
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