Title :
Frequency-Domain, Errors-in-Variables Estimation of Linear Dynamic Systems Using Data From Overlapping Subrecords
Author :
Barbé, Kurt ; Schoukens, Johan ; Pintelon, Rik
Author_Institution :
Electr. Meas. Dept., Vrije Univ. Brussel, Brussels
Abstract :
In this paper, we study the consistency of a frequency-domain, errors-in-variables estimator using data extracted from overlapping subrecords. While the classical approach without overlap needs six consecutive periods, we show in this paper that by using overlapping subrecords, consistent models can be found with only two periods of the steady-state response of a periodic excitation. Moreover, the system identification procedure used for data extracted from independent experiments is shown to be valid for data extracted from overlapping subrecords. This allows the user to considerably reduce the measurement time or the measurement uncertainty without changing the identification procedure.
Keywords :
estimation theory; frequency-domain analysis; identification; linear systems; measurement uncertainty; transfer functions; errors-in-variables estimation; frequency-domain system identification; linear dynamic system; measurement uncertainty; overlapping subrecord data extraction; periodic excitation; steady-state response; time-invariant system; transfer function; Consistency; efficiency loss; errors-in-variables; frequency domain; system identification;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2008.925337