• 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