Title :
Rejection of illuminance for trajectory control using Kalman filter
Author :
Hidaka, Koichi ; Takayama, Shintaro
Author_Institution :
Fac. of Electr. & Electron. Eng., Tokyo Denki Univ., Tokyo, Japan
Abstract :
This paper introduces a robust recognition for mobile robot by using Kalman filter. A novel disturbance rejection method by using Kalman filter is introduced. The covariant matrix of proposed Kalman gain varies to environment. The covariant matrix of Kalman gain has to change depending on the conditions of disturbance or brightness variation. Because these signals are usually unknown, this covariant value is assumed constant, however. Therefore, enough accuracy of rejection is not obtained by this method. We propose a time-varying Kalman gain based on template and show the validity of our method for path recognition of mobile robot under changes in illumination.
Keywords :
Kalman filters; covariance matrices; mobile robots; position control; time-varying systems; Kalman filter; covariant matrix; mobile robot; novel disturbance rejection method; robust recognition; time-varying Kalman gain; trajectory control; Brightness; Cameras; Covariance matrix; Image color analysis; Kalman filters; Mobile robots; Robot vision systems;
Conference_Titel :
Control Applications (CCA), 2011 IEEE International Conference on
Conference_Location :
Denver, CO
Print_ISBN :
978-1-4577-1062-9
Electronic_ISBN :
978-1-4577-1061-2
DOI :
10.1109/CCA.2011.6044367