Title :
A first study of using B-splines in nonparametric system identification
Author :
Csurcsia, Peter Zoltan ; Schoukens, Johan ; Kollar, Istvan
Author_Institution :
Vrije Univ. Brussel, Brussels, Belgium
Abstract :
This contribution presents a smoothing technique for the identification of systems with a smooth impulse response function. Using a generalized and modified B-spline based methodology, an impulse response function can be estimated in the time domain or a frequency response function in the frequency domain. With respect to the system dynamics, it is possible 1) to reduce the disturbing noise 2) to decrease the effect of transients 3) to reduce the number of model parameters.
Keywords :
frequency response; frequency-domain analysis; identification; nonparametric statistics; smoothing methods; splines (mathematics); time-domain analysis; transient response; B-splines; frequency domain; frequency response function; generalized B-spline based method; impulse response function estimation; model parameters; modified B-spline based method; noise reduction; nonparametric system identification; smooth impulse response function; smoothing technique; system dynamics; time domain; transient effect; Approximation methods; Estimation; Noise; Smoothing methods; Splines (mathematics); Time-domain analysis; Transient analysis; B-spline; curve fitting; impulse response function; noise rejection; non-parametric identification; order reduction; smoothing; system identification; time-invariant systems; transient handling;
Conference_Titel :
Intelligent Signal Processing (WISP), 2013 IEEE 8th International Symposium on
Conference_Location :
Funchal
Print_ISBN :
978-1-4673-4543-9
DOI :
10.1109/WISP.2013.6657488