Identification of fractional order systems using modulating functions method

作者: Da-Yan Liu , Taous-Meriem Laleg-Kirati , Olivier Gibaru , Wilfrid Perruquetti

DOI: 10.1109/ACC.2013.6580077

关键词: Fractional calculusDifferential equationFunction (mathematics)Linear systemNonlinear systemNumerical analysisFractional programmingMathematicsFractional-order systemMathematical analysis

摘要: The modulating functions method has been used for the identification of linear and nonlinear systems. In this paper, we generalize to on-line fractional order systems based on Riemann-Liouville derivatives. First, a new integration by parts formula involving derivative function is given. Then, apply system, which derivatives input output can be transferred into ones functions. By choosing set functions, system algebraic equations obtained. Hence, unknown parameters estimated solving system. Using method, do not need any initial values are usually equal zero. Also estimate noisy output. Moreover, it shown that proposed estimators robust against high frequency sinusoidal noises due class stochastic processes. Finally, efficiency stability confirmed some numerical simulations.

参考文章(31)
O. Cois, A. Oustaloup, T. Poinot, J.-L. Battaglia, Fractional state variable filter for system identification by fractional model european control conference. pp. 2481- 2486 ,(2001) , 10.23919/ECC.2001.7076300
J. C. Trigeassou, T. Poinot, J. Lin, A. Oustaloup, F. Levron, Modeling and identification of a non integer order system european control conference. pp. 2453- 2458 ,(1999) , 10.23919/ECC.1999.7099691
Hari M Srivastava, Anatoly A Kilbas, Juan J Trujillo, Theory and Applications of Fractional Differential Equations ,(2006)
Michel Fliess, Analyse non standard du bruit Comptes Rendus Mathematique. ,vol. 342, pp. 797- 802 ,(2006) , 10.1016/J.CRMA.2006.02.037
Jocelyn Sabatier, Mohamed Aoun, Alain Oustaloup, Gilles Grégoire, Franck Ragot, Patrick Roy, Fractional system identification for lead acid battery state of charge estimation Signal Processing. ,vol. 86, pp. 2645- 2657 ,(2006) , 10.1016/J.SIGPRO.2006.02.030