TY - JOUR
T1 - Estimation of Multiple Point Sources for Linear Fractional Order Systems Using Modulating Functions
AU - Belkhatir, Zehor
AU - Laleg-Kirati, Taous-Meriem
N1 - KAUST Repository Item: Exported on 2020-10-01
PY - 2017/6/28
Y1 - 2017/6/28
N2 - This paper proposes an estimation algorithm for the characterization of multiple point inputs for linear fractional order systems. First, using polynomial modulating functions method and a suitable change of variables the problem of estimating the locations and the amplitudes of a multi-pointwise input is decoupled into two algebraic systems of equations. The first system is nonlinear and solves for the time locations iteratively, whereas the second system is linear and solves for the input’s amplitudes. Second, closed form formulas for both the time location and the amplitude are provided in the particular case of single point input. Finally, numerical examples are given to illustrate the performance of the proposed technique in both noise-free and noisy cases. The joint estimation of pointwise input and fractional differentiation orders is also presented. Furthermore, a discussion on the performance of the proposed algorithm is provided.
AB - This paper proposes an estimation algorithm for the characterization of multiple point inputs for linear fractional order systems. First, using polynomial modulating functions method and a suitable change of variables the problem of estimating the locations and the amplitudes of a multi-pointwise input is decoupled into two algebraic systems of equations. The first system is nonlinear and solves for the time locations iteratively, whereas the second system is linear and solves for the input’s amplitudes. Second, closed form formulas for both the time location and the amplitude are provided in the particular case of single point input. Finally, numerical examples are given to illustrate the performance of the proposed technique in both noise-free and noisy cases. The joint estimation of pointwise input and fractional differentiation orders is also presented. Furthermore, a discussion on the performance of the proposed algorithm is provided.
UR - http://hdl.handle.net/10754/625162
UR - http://ieeexplore.ieee.org/document/7961182/
UR - http://www.scopus.com/inward/record.url?scp=85044102110&partnerID=8YFLogxK
U2 - 10.1109/lcsys.2017.2720681
DO - 10.1109/lcsys.2017.2720681
M3 - Article
SN - 2475-1456
VL - 2
SP - 7
EP - 12
JO - IEEE Control Systems Letters
JF - IEEE Control Systems Letters
IS - 1
ER -