Title :
Adaptive identification of the commensurate order in fractional processes by means of variable-order operators
Author :
Rapaic, M.R. ; Pisano, Alessandro ; Usai, Enrico ; Jelicic, Zoran D.
Author_Institution :
Autom. & Control Syst. Dept., Univ. of Novi Sad, Novi Sad, Serbia
Abstract :
A gradient-based algorithm for the on-line continuous estimation of the commensurate order in linear fractional order processes is presented. A key aspect of the proposed methodology is the use of appropriate variable-order fractional filters, and linear Laplace operators of logarithmic type, within the estimation mechanism. A Lyapunov based analysis will be provided for deriving appropriate sufficient conditions guaranteeing the parameter convergence property. Realization issues associated to the involved variable order operators are discussed, and a fully developed analysis and design example, accompanied by relevant simulation results, is provided to support the presented theory.
Keywords :
Lyapunov methods; convergence; gradient methods; identification; linear systems; Lyapunov based analysis; adaptive identification; gradient-based algorithm; linear Laplace operators; linear fractional order processes; on-line continuous estimation; parameter convergence property; variable-order fractional filters; variable-order operators; Approximation methods; Convergence; Estimation; Fractional calculus; History; Transfer functions;
Conference_Titel :
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4673-2065-8
Electronic_ISBN :
0743-1546
DOI :
10.1109/CDC.2012.6426349