Title :
Time-Frequency Distributions Based on Compact Support Kernels: Properties and Performance Evaluation
Author :
Abed, Mansour ; Belouchrani, Adel ; Cheriet, Mohamed ; Boashash, Boualem
Author_Institution :
Electr. Eng. Dept., Ecole Nat. Polytech., Algiers, Algeria
fDate :
6/1/2012 12:00:00 AM
Abstract :
This paper presents two new time-frequency distributions (TFDs) based on kernels with compact support (KCS) namely the separable (CB) (SCB) and the polynomial CB (PCB) TFDs. The implementation of this family of TFDs follows the method developed for the Cheriet-Belouchrani (CB) TFD. The mathematical properties of these three TFDs are analyzed and their performance is compared to the best classical quadratic TFDs using several tests on multicomponent signals with linear and nonlinear frequency modulation (FM) components including the noise effects. Instead of relying solely on visual inspection of the time-frequency domain plots, comparisons include the time slices´ plots and the evaluation of the Boashash-Sucic´s normalized instantaneous resolution performance measure that permits to provide the optimized TFD using a specific methodology. In all presented examples, the KCS-TFDs show a significant interference rejection, with the component energy concentration around their respective instantaneous frequency laws yielding high resolution measure values.
Keywords :
frequency modulation; interference suppression; performance evaluation; time-frequency analysis; Boashash-Sucic normalized instantaneous resolution performance; CB TFD; Cheriet-Belouchrani TFD; KCS; KCS-TFD; PCB; SCB; TFD; compact support kernels; component energy concentration; interference rejection; nonlinear FM components; nonlinear frequency modulation components; optimized TFD; performance evaluation; polynomial CB; separable CB; time-frequency distributions; time-frequency domain plots; visual inspection; Frequency modulation; Kernel; Polynomials; Signal resolution; Spectrogram; Time frequency analysis; Compact support kernel (CSK); instantaneous frequency; performance evaluation; polynomial compact support kernel; quadratic time-frequency distributions (TFDs); separable compact support kernel; time-frequency analysis;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2012.2190065