Title :
Robust state estimation for systems with irregular sensing failure
Author :
Nagai, Kensuke ; Nakamura, Yukinori ; Sugimoto, Kenji
Author_Institution :
Grad. Sch. of Inf. Sci., Nara Inst. of Sci. & Technol., Ikoma
Abstract :
This paper proposes a method for robust state estimation for systems with irregular sensing failure. It is natural that non-contact sensors sometimes give abnormal signals (outliers) due to sensing failure. The proposed estimator switches observer gains to select normal signals based on residual values between estimation and observation. A common Lyapunov function ensures stability of the switching observer, as well as its noise property. A numerical simulation and experiment are performed to illustrate the effectiveness of the proposed method.
Keywords :
Lyapunov methods; observers; sensors; state estimation; Lyapunov function; irregular sensing failure; noncontact sensors; robust state estimation; switching observer; Robustness; State estimation;
Conference_Titel :
Networking, Sensing and Control, 2009. ICNSC '09. International Conference on
Conference_Location :
Okayama
Print_ISBN :
978-1-4244-3491-6
Electronic_ISBN :
978-1-4244-3492-3
DOI :
10.1109/ICNSC.2009.4919243