Initialization of Identification of Fractional Model by Output-Error Technique

A bad initialization of output-error (OE) technique can lead to an inappropriate identification results. In this paper, we introduce a solution to this problem; the basic idea is to estimate the parameters and the fractional order of the noninteger system by a new approach of least-squares (LS) method based on repeated fractional integration to initialize OE technique. It will be shown that LS method offers a good initialization to OE algorithm and leads to acceptable identification results. The performance of the proposed method is shown through numerical simulation examples.

[1]  K. B. Oldham Diffusive transport to planar, cylindrical and spherical electrodes , 1973 .

[2]  Alain Oustaloup,et al.  State variables and transients of fractional order differential systems , 2012, Comput. Math. Appl..

[3]  Gérard Montseny,et al.  Diffusive representation of pseudo-differential time-operators , 1998 .

[4]  A. Oustaloup,et al.  Modeling and identification of a non integer order system , 1999, 1999 European Control Conference (ECC).

[5]  K. Jelassi,et al.  Least squares and Instrumental Variable techniques for global identification of Fractional Differential Equation , 2014, 2014 International Conference on Electrical Sciences and Technologies in Maghreb (CISTEM).

[6]  Thierry Poinot,et al.  Approximation and Identification of Fractional Systems , 2005 .

[7]  Alain Oustaloup,et al.  The infinite state approach: Origin and necessity , 2013, Comput. Math. Appl..

[8]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[9]  K. Jelassi,et al.  Identification of a fractional order model by a least squares technique: Hn1, n2 model , 2013, 14th International Conference on Sciences and Techniques of Automatic Control & Computer Engineering - STA'2013.

[10]  Alain Oustaloup,et al.  On a representation of fractional order systems: interests for the Initial Condition Problem , 2008 .

[11]  Lennart Ljung,et al.  System Identification: Theory for the User , 1987 .

[12]  A. Pearson Least squares parameter identification of nonlinear differential I/O models , 1988, Proceedings of the 27th IEEE Conference on Decision and Control.

[13]  Amit Konar,et al.  Complete Identification of a Dynamic Fractional Order System Under Non-ideal Conditions Using Fractional Differintegral Definitions , 2008, 2008 16th International Conference on Advanced Computing and Communications.

[14]  P.M.J. Van den Hof Criterion based equivalence for equation error models , 1989 .

[15]  J. Battaglia,et al.  Solving an inverse heat conduction problem using a non-integer identified model , 2001 .

[16]  A. Oustaloup,et al.  Fractional state variable filter for system identification by fractional model , 2001, 2001 European Control Conference (ECC).

[17]  Alain Oustaloup,et al.  Instrumental variable method with optimal fractional differentiation order for continuous-time system identification , 2009 .

[18]  T. Poinot,et al.  Identification of Fractional Systems Using an Output-Error Technique , 2004 .

[19]  I. Podlubny Fractional differential equations , 1998 .

[20]  Alain Oustaloup,et al.  Fractional system identification for lead acid battery state of charge estimation , 2006, Signal Process..