DocumentCode
2252866
Title
Left-inversion of nonlinear fading memory systems from data
Author
Novara, C. ; Canale, M. ; Milanese, M.
Author_Institution
Dipt. di Autom. e Inf., Politec. di Torino, Italy
fYear
2008
fDate
9-11 Dec. 2008
Firstpage
1392
Lastpage
1397
Abstract
A method for the left-inversion of nonlinear fading memory systems from data is proposed. The method is based on the identification of a model of the system to invert, and the computation of the left-inverse directly from this model. It is not required to identify an inverse system. Such an identification is in general more difficult than the identification of the ¿direct¿ system. The invertibility of the regression function defining the system is also not required. The inversion error, defined as the difference between the desired output and the actual system output, is shown to be bounded by the identification error, measured by the L ¿ norm of the difference between the system and the model. The nonlinear set membership identification approach is used for the identification of the model. This approach provides models with minimal identification error. A simulation example on the inversion of a nonlinear dynamic semi-active suspension shows the effectiveness of the method.
Keywords
identification; modelling; nonlinear dynamical systems; regression analysis; set theory; L¿ norm; inverse system model identification error; left-inversion error method; nonlinear dynamic semiactive suspension; nonlinear fading memory dynamical system; nonlinear set membership identification approach; regression function; Actuators; Automatic control; Control systems; Fading; Irrigation; Noise measurement; Nonlinear control systems; Nonlinear dynamical systems; Nonlinear systems; Trajectory;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location
Cancun
ISSN
0191-2216
Print_ISBN
978-1-4244-3123-6
Electronic_ISBN
0191-2216
Type
conf
DOI
10.1109/CDC.2008.4739293
Filename
4739293
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