The power classes - Quadratic time-frequency representations with scale covariance and dispersive time-shift covariance

Citation
F. Hlawatsch et al., The power classes - Quadratic time-frequency representations with scale covariance and dispersive time-shift covariance, IEEE SIGNAL, 47(11), 1999, pp. 3067-3083
Citations number
63
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON SIGNAL PROCESSING
ISSN journal
1053587X → ACNP
Volume
47
Issue
11
Year of publication
1999
Pages
3067 - 3083
Database
ISI
SICI code
1053-587X(199911)47:11<3067:TPC-QT>2.0.ZU;2-R
Abstract
We consider scale-covariant quadratic time-frequency representations (QTFR' s) specifically suited for the analysis of signals passing through dispersi ve systems. These QTFR's satisfy a scale covariance property that is equal to the scale covariance property satisfied by the continuous wavelet transf orm and a covariance property with respect to generalized time shifts. We d erive an existence/representation theorem that shows the exceptional role o f time shifts corresponding to group delay functions that are proportional to powers of frequency. This motivates the definition of the power classes (PC's) of QTFR's. The PC's contain the affine QTFR class as a special case, and thus, they extend the affine class. We show that the PC's can be defin ed axiomatically by the two covariance properties they satisfy, or they can be obtained from the affine class through a warping transformation. We dis cuss signal transformations related to the PC's, the description of the PC' s by kernel functions, desirable properties and kernel constraints, and spe cific PC members. Furthermore, we consider three important PC subclasses, o ne of which contains the Bertrand P-k distributions. Finally, we comment on the discrete-time implementation of PC QTFR's, and we present simulation r esults that demonstrate the potential advantage of PC QTFR's.