Title :
Variable-Order Fractional Operators for Adaptive Order and Parameter Estimation
Author :
Rapaic, M.R. ; Pisano, Alessandro
Author_Institution :
Univ. of Novi Sad, Novi Sad, Serbia
Abstract :
Adaptive parameter estimation schemes for linear fractional-order processes of commensurate type are illustrated in the present note. A gradient-based scheme for commensurate order estimation is outlined first, and a combined gradient/least-squares scheme for simultaneously estimating the commensurate order and the remaining process parameters is finally considered. A key feature of the proposed schemes is the utilization of appropriate variable-order fractional filters. Theoretical results are validated by means of thoroughly discussed simulation examples.
Keywords :
adaptive estimation; parameter estimation; adaptive parameter estimation scheme; commensurate order estimation; commensurate type linear fractional-order process; gradient-based scheme; least-squares scheme; variable-order fractional filters; variable-order fractional operators; Convergence; Cost function; Estimation; Noise; Noise measurement; Parameter estimation; Vectors; Adaptive estimation; fractional calculus; variable-order systems;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2278136