Title :
Model-based parameters estimation of non-stationary signals using time warping and a measure of spectral concentration
Author :
Anghel, Andrei ; Vasile, Gabriel ; Ioana, Cornel ; Cacoveanu, Remus ; Ciochina, Silviu
Author_Institution :
Grenoble-Image-sPeech-Signal-Automatics Lab. (GIPSA-Lab.), Grenoble INP, St. Martin d´Heres, France
Abstract :
This paper proposes a parameters estimation algorithm for signals composed of multiple non-stationary components having the same basis modulation function which is described by an a priori known model and depends on a few unknown parameters. The procedure is based on time warping the signal in turn with every basis function resulted from different model parameters combinations and evaluating the concentration of the warped signal spectrum. The estimated parameters of the model are the ones which provide the best spectral concentration. Onwards, the amplitude, phase and modulation rate for each component are determined from the signal warped with the optimal basis function. The algorithm is tested with simulations and real data consisting of de-chirped radar signals and acoustic signals with harmonic components from underwater mammals.
Keywords :
amplitude estimation; harmonic analysis; modulation; phase estimation; spectral analysis; acoustic signals; amplitude estimation; basis modulation function; de-chirped radar signals; harmonic components; model-based parameter estimation algorithm; modulation rate estimation; nonstationary signal component; optimal basis function; phase estimation; time warping; warped signal spectrum concentration measure; Estimation; Harmonic analysis; Modulation; Radar; Time-frequency analysis; Transforms; Non-stationary signals; Signal Representation; Time-frequency analysis; Warping;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178663