DocumentCode :
3178542
Title :
On asymptotic frequency response variance expressions for estimated output error models
Author :
Wahlberg, Bo ; Rojas, Cristian R.
Author_Institution :
Autom. Control Lab. & ACCESS, KTH R. Inst. of Technol., Stockholm, Sweden
fYear :
2012
fDate :
10-13 Dec. 2012
Firstpage :
178
Lastpage :
183
Abstract :
This papers concerns an extension of an asymptotic variance expression for Finite Impulse Response (FIR) model based frequency response estimation to the Output Error (OE) system identification case. It is based on the “useful input parametrization” for OE models, in which the Toeplitz covariance matrix structure instrumental in the FIR analysis is extended to OE model input representation after a Sylvester matrix transformation. We will use this result to derive a novel and transparent variance expression for the asymptotic OE frequency response estimate. This results simplifies the generalization of FIR results for optimal input design and cost of complexity system identification analysis to the OE case. Furthermore, the relation to previous exact variance error quantifications is explained.
Keywords :
FIR filters; Toeplitz matrices; covariance matrices; frequency response; identification; FIR analysis; OE model input representation; Sylvester matrix transformation; Toeplitz covariance matrix structure; asymptotic OE frequency response estimation; asymptotic frequency response variance expressions; complexity system identification analysis; estimated output error models; exact variance error quantifications; finite impulse response model; optimal input cost; optimal input design; output error system identification case; useful input parametrization; Covariance matrix; Finite impulse response filter; Frequency response; Symmetric matrices; Vectors; White noise;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location :
Maui, HI
ISSN :
0743-1546
Print_ISBN :
978-1-4673-2065-8
Electronic_ISBN :
0743-1546
Type :
conf
DOI :
10.1109/CDC.2012.6426772
Filename :
6426772
Link To Document :
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