DocumentCode :
1398539
Title :
Nonparametric Tracking of the Time-Varying Dynamics of Weakly Nonlinear Periodically Time-Varying Systems Using Periodic Inputs
Author :
Louarroudi, Ebrahim ; Pintelon, Rik ; Lataire, John
Author_Institution :
Dept. of Fundamental Electr. & Instrum. (ELEC, Vrije Univ. Brussel, Brussels, Belgium
Volume :
61
Issue :
5
fYear :
2012
fDate :
5/1/2012 12:00:00 AM
Firstpage :
1384
Lastpage :
1394
Abstract :
In this paper, a nonparametric estimation procedure is presented in order to track the evolution of the dynamics of continuous (discrete)-time (non)-linear periodically time-varying (PTV) systems. Multisine excitations are applied to a PTV system since this kind of excitation signals allows us to discriminate between the noise and the nonlinear distortion from a single experiment. The key idea is that a linear PTV system can be decomposed into an (in)finite series of transfer functions, the so-called harmonic transfer functions (HTFs). Moreover, a systematic methodology to determine the number of significant branches is provided in this paper as well. Making use of the local polynomial approximation, a method that was recently developed for multivariable (non)-linear time invariant systems, the HTFs, together with their uncertainties embedded in an output-error framework, are then obtained from only one single experiment. From these nonparametric estimates, the evolution of the dynamics, described by the instantaneous transfer function (ITF), can then be achieved in a simple way. The effectiveness of the identification scheme will be first illustrated through simulations before a real system will be identified. Eventually, the methodology is applied to a weakly nonlinear PTV electronic circuit.
Keywords :
continuous time filters; harmonic distortion; linear systems; nonparametric statistics; series (mathematics); time-varying filters; transfer functions; uncertain systems; continuous-time linear periodically time-varying system; discrete-time nonlinear periodically time-varying system; excitation signals; finite series; harmonic transfer functions; infinite series; instantaneous transfer function; linear PTV system; local polynomial approximation; multisine excitations; multivariable linear time invariant system; multivariable nonlinear time invariant system; nonlinear PTV electronic circuit; nonlinear distortion; nonparametric estimation; nonparametric tracking; output-error framework; periodic inputs; time-varying dynamics; uncertain system; weakly nonlinear periodically time-varying system; Frequency domain analysis; Kernel; Noise; Nonlinear distortion; Polynomials; Time varying systems; Transfer functions; Instantaneous transfer function (ITF); multisine excitations; nonlinear distortions; nonparametric modeling; output error; periodically time-varying (PTV) systems;
fLanguage :
English
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9456
Type :
jour
DOI :
10.1109/TIM.2011.2175830
Filename :
6104144
Link To Document :
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