DocumentCode
551026
Title
Subspace identification for commensurate fractional order systems using instrumental variables
Author
Liao Zeng ; Peng Cheng ; Wang Yong
Author_Institution
Dept. of Autom., Univ. of Sci. & Technol. of China, Hefei, China
fYear
2011
fDate
22-24 July 2011
Firstpage
1636
Lastpage
1640
Abstract
This paper focuses on the identification of commensurate fractional order systems in time domain. A novel identification method is proposed to determine the coefficient matrixes and fractional differential order. The proposed method is based on principle component analysis (PCA) in subspace family, which has been successfully applied in identifying traditional integer order systems. Utilizing the cost function, the problem of estimating the fractional differential order is transformed into parameter optimization process. An instrumental variable (IV) is used to eliminate the bias of identification results. Numerical simulation validates the proposed method.
Keywords
matrix algebra; numerical analysis; optimisation; principal component analysis; regression analysis; IV; PCA; coefficient matrixes; commensurate fractional order systems; instrumental variables; integer order systems; numerical simulation; parameter optimization process; principle component analysis; subspace identification; Equations; Fractional calculus; Instruments; Noise; Optimization; Principal component analysis; Commensurate Fractional Order Systems; Instrumental Variables; Subspace Identification;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (CCC), 2011 30th Chinese
Conference_Location
Yantai
ISSN
1934-1768
Print_ISBN
978-1-4577-0677-6
Electronic_ISBN
1934-1768
Type
conf
Filename
6001368
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