Title :
Consistent time-frequency representations
Author :
Roberts, D. Scott ; Jones, Douglas L.
Author_Institution :
Coordinated Sci. Lab., Illinois Univ., Urbana, IL, USA
Abstract :
The paper develops nonnegative, high-resolution time-frequency representations (TFRs) that correspond with intuitive notions of energy distribution. These so-called consistent TFRs require the desired representation to be consistent with a set of spectrogram-based energy measurements. By formulating the desired representation as the solution to a constrained optimization problem, it can be solved using a gradient-projection technique. The consistent TFR demonstrates superior performance compared to existing techniques on a variety of test signals and biological data. The result is a high-resolution, nonnegative, intuitively-satisfying TFR that should prove to be an excellent tool for exploratory data analysis.
Keywords :
Wigner distribution; gradient methods; optimisation; signal representation; time-frequency analysis; Wigner-Ville distribution; consistent time-frequency representations; constrained optimization problem; energy distribution; exploratory data analysis; gradient-projection technique; signal representation; Chirp; Constraint optimization; Energy measurement; Energy resolution; Filtering; Kernel; Low pass filters; Signal resolution; Testing; Time frequency analysis;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1201714