Title :
Gain switching observer for compensating outliers — Experimental validation with non-contact sensor
Author :
Nakamura, Yukinori ; Sugimoto, Kenji ; Nagai, Kensuke ; Wakui, Shinji
Author_Institution :
Inst. of Symbiotic & Technol., Tokyo Univ. of Agric. & Technol., Tokyo, Japan
Abstract :
This paper proposes a method for robust state estimation for systems with irregular sensing failure. It is often experienced that non-contact sensors give abnormal signals (outliers) irregularly due to sensing failure. To compensate their effect, the proposed estimator switches observer gains to select normal signals based on the current estimation of the sensor signals. Stability of the error system is guaranteed in terms of switched Lyapunov functions. Both numerical and experimental results show the effectiveness of the proposed method.
Keywords :
Lyapunov methods; observers; sensors; Lyapunov functions; gain switching observer; non contact sensor; outliers compensation; robust state estimation; Cameras; Estimation error; Observers; Robot sensing systems; Switches; Outlier; switching observer;
Conference_Titel :
SICE Annual Conference 2010, Proceedings of
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7642-8