Title :
An Approach to Time-Frequency Analysis With Ridges of the Continuous Chirplet Transform
Author :
Aoi, Mikio ; Lepage, Kyle ; Yoonsoeb Lim ; Eden, Uri T. ; Gardner, Timothy J.
Author_Institution :
Dept. of Math. & Stat., Boston Univ., Boston, MA, USA
Abstract :
We propose a time-frequency representation based on the ridges of the continuous chirplet transform to identify both fast transients and components with well-defined instantaneous frequency in noisy data. At each chirplet modulation rate, every ridge corresponds to a territory in the time-frequency plane such that the territories form a partition of the time-frequency plane. For many signals containing sparse signal components, ridge length and ridge stability are maximized when the analysis kernel is adapted to the signal content. These properties provide opportunities for enhancing signal in noise and for elementary stream segregation by combining information across multiple analysis chirp rates.
Keywords :
signal processing; time-frequency analysis; transforms; continuous chirplet transform; elementary stream segregation; multiple analysis chirp rates; ridge length; ridge stability; sparse signal components; time-frequency analysis; time-frequency plane; Chirp; Chirp modulation; Frequency modulation; Time-frequency analysis; Transforms; Transient analysis; Chirp; ridges; synchrosqueezing; time-frequency;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2014.2365756