Title :
Frequency domain Errors-In-Variables estimation of linear dynamic systems using data from overlapping sub-records
Author :
Barbé, Kurt ; Schoukens, Johan ; Pintelon, Rik
Author_Institution :
Vrije Univ. Brussel, Brussels
Abstract :
In this paper, we study the consistency of a Frequency domain errors-ln-variables estimator using data extracted from overlapping sub-records. We show that consistent models can be found using periodic excitations. Only two periods of the steady state response are needed to extract all required information from the data. This is done using overlapping sub-records. Moreover, the system identification procedure used for data extracted from independent experiments is shown to be valid for data extracted from overlapping sub-records. This allows the user to reduce the measurement time considerably without changing the identification procedure.
Keywords :
frequency estimation; identification; linear systems; transfer functions; errors-in-variables estimation; frequency domain estimation; linear dynamic systems; overlapping sub-record data; periodic excitations; steady state response; system identification procedure; Data mining; Estimation error; Frequency domain analysis; Frequency estimation; Frequency measurement; Instrumentation and measurement; Steady-state; System identification; Time measurement; Transfer functions; Consistency; Errors-In-Variables; Frequency domain system identification;
Conference_Titel :
Instrumentation and Measurement Technology Conference Proceedings, 2007. IMTC 2007. IEEE
Conference_Location :
Warsaw
Print_ISBN :
1-4244-0588-2
DOI :
10.1109/IMTC.2007.378978