DocumentCode :
116263
Title :
Error bound analysis and optimal construction of non-parametric PWA models
Author :
Fujimoto, Yusuke ; Maruta, Ichiro ; Sugie, Toshiharu
Author_Institution :
Grad. Sch. of Inf., Kyoto Univ., Uji, Japan
fYear :
2014
fDate :
15-17 Dec. 2014
Firstpage :
6528
Lastpage :
6535
Abstract :
This paper discusses non-parametric PWA models which are recently developed for modelling a broad class of nonlinear systems. First, as for the accuracy of such models, an upper bound of output errors between the original system and the PWA models is given. Then, a construction method of such models is proposed, which minimizes the error upper bound. Furthermore, simulation results are given to show the effectiveness of the proposed construction method.
Keywords :
error analysis; modelling; error bound analysis; error upper bound minimization; nonparametric PWA models; piecewise affine model; Data models; Instruments; Interpolation; Noise; Pollution measurement; Upper bound; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2014 IEEE 53rd Annual Conference on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-1-4799-7746-8
Type :
conf
DOI :
10.1109/CDC.2014.7040413
Filename :
7040413
Link To Document :
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