DocumentCode
17091
Title
Analytical Construction and Fast Computation of Frequency Warping Operators and Dual Frame
Author
Caporale, Salvatore ; Speciale, Nicolo
Author_Institution
ARCES, Univ. of Bologna, Bologna, Italy
Volume
62
Issue
10
fYear
2014
fDate
15-May-14
Firstpage
2554
Lastpage
2565
Abstract
Frequency warping has been introduced as a unitary operator over a nonfinite domain. In practical applications, the need of a feasible implementation forces to redefine frequency warping over finite domains in the framework of redundant transformations called frames, where the unitary property is replaced by the tight frame property, i.e., the adjoint operator behaves as pseudo-inverse. In case a tight frame cannot be designed, inversion can be achieved by finding the dual frame. In this work, with reference to nonsmooth warping functions, we present a new approach to the construction and fast computation of the dual frame operator based on an operator power series. With respect to previous approaches, many limitations are overcome while maintaining important properties of frequency warping.
Keywords
computational complexity; matrix decomposition; signal reconstruction; analytical construction; analytical decompositions; computational complexity; dual frame operator; factorizations techniques; fast computation; finite domains; frequency warping operators; nonfinite domain; nonsmooth warping functions; operator power series; pseudo-inverse; reconstruction accuracy; redundant transformations; signal processing algorithms; unitary operator; Accuracy; Analytical models; Convergence; Time-frequency analysis; Vectors; Zinc; Dual frame; fast transforms; frequency warping; perfect reconstruction; tight frame;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2014.2309552
Filename
6755508
Link To Document