Title :
Nonparametric noise modeling in the presence of exogenous inputs
Author :
Pintelon, Rik ; Schoukens, Johan ; Vandersteen, Gerd
Author_Institution :
Dept. ELEC, Vrije Univ. Brussel, Brussels, Belgium
Abstract :
This paper presents a method to estimate a nonparametric noise model for multiple input, multiple output systems excited by arbitrary inputs. It is an extension of the method described in [1] for single input, single output systems. It is shown that the proposed procedure is more robust than the classical spectral analysis based on correlation techniques. The theory is supported by simulations and a real measurement example.
Keywords :
MIMO systems; correlation methods; covariance matrices; measurement theory; correlation techniques; exogenous inputs; multiple input systems; multiple output systems; nonparametric noise modeling; single input systems; single output systems; spectral analysis; Frequency measurement; Frequency response; Instrumentation and measurement; MIMO; Noise measurement; Polynomials; Predictive models; Spectral analysis; Transfer functions; White noise; multivariable systems; nonparametric noise models; system identification;
Conference_Titel :
Instrumentation and Measurement Technology Conference, 2009. I2MTC '09. IEEE
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-3352-0
DOI :
10.1109/IMTC.2009.5168696