Title :
Caputo fractional derivative estimation for a class of signals satisfying a linear differential equation
Author :
Wei, Xing ; Liu, Da-Yan ; Boutat, Driss
Author_Institution :
INSA Centre Val de Loire, Université d´Orléans, PRISME EA 4229, Bourges Cedex 18022, France
Abstract :
This paper aims at estimating the Caputo fractional derivatives for a class of signals satisfying a linear differential equation. For this purpose, an estimator for the initial conditions of the studied signal and an fractional order differentiator for the Riemann-Liouville fractional derivatives are needed. Firstly, an algebraic integral formula for the initial conditions is introduced using a generalized modulating functions method. Then, an estimator for the initial conditions is derived using a numerical integration method in discrete noisy case. Finally, a numerical example illustrates the accuracy and the robustness of the proposed method, where a recent fractional order differentiator for the Riemann-Liouville fractional derivatives is considered.
Keywords :
Differential equations; Estimation; Mathematical model; Noise; Noise measurement; Polynomials; Robustness; Caputo fractional derivatives; Generalized modulating function method; Initial condition estimation;
Conference_Titel :
Control Conference (CCC), 2015 34th Chinese
Conference_Location :
Hangzhou, China
DOI :
10.1109/ChiCC.2015.7260350