Title :
A time-frequency method for nonlinear system classification in presence of noise
Author :
Galleani, Lorenzo ; Lo Presti, Letizia
Author_Institution :
Dipt. di Elettron., Politec. di Torino, Turin, Italy
Abstract :
This paper presents a method for the classification of nonlinear systems through the study of the free oscillations in the time-frequency plane, when the measured data are affected by noise. Nonconservative SDOF (Single Degree Of Freedom) oscillators described by a nonlinear second order differential equation are considered. The nonlinearity is due to a nonlinear function of the state variable, which produces free oscillations with a time-variant spectrum. The method used for the classification is a substantial modification of a basic algorithm proposed by the same authors for noise-free data. In presence of noise improved performances are obtained with the new algorithm.
Keywords :
nonlinear differential equations; signal classification; spectral analysis; time-frequency analysis; nonconservative SDOF oscillator; nonlinear second order differential equation; nonlinear system classification; single degree of freedom oscillator; time-frequency method; time-frequency plane; time-variant spectrum; Approximation methods; Harmonic analysis; Mathematical model; Noise; Noise measurement; Oscillators; Time-frequency analysis;
Conference_Titel :
Signal Processing Conference (EUSIPCO 1998), 9th European
Conference_Location :
Rhodes
Print_ISBN :
978-960-7620-06-4