Title :
Convergence analysis of refined instrumental variable method for continuous-time system identification
Author :
Liu, Xindong ; Wang, Jiacheng ; Zheng, Wei Xing
Author_Institution :
Coll. of Eng., Peking Univ., Beijing, China
Abstract :
The refined instrumental variable method for continuous-time systems, abbreviated as the RIVC method, has been well accepted and used successfully for years in many disciplines. This study fills up a theoretical gap by proving the convergence property of the RIVC method: under some mild assumptions, the estimate from the RIVC method locally converges in one iteration to the true parameter in the asymptotic case. A numerical example is presented to demonstrate the convergence property of the RIVC method.
Keywords :
asymptotic stability; continuous time systems; convergence of numerical methods; identification; RIVC method; continuous-time system identification; convergence analysis; iteration; refined instrumental variable method;
Journal_Title :
Control Theory & Applications, IET
DOI :
10.1049/iet-cta.2010.0211