Title :
Design of augmented extended Kalman filter for real time simulation of mobile robots using Simulink®
Author :
Hassanzadeh, Iraj ; Fallah, Mehdi Abedinpour
Author_Institution :
Control Eng. Dept., Univ. of Tabriz, Tabriz, Iran
Abstract :
This paper presents a new design of augmented extended Kalman filter (AEKF) for real-time simulation of mobile robots. A Simulinkreg model is developed for simultaneous localization and odometry calibration of mobile robots in real time manner. Starting from the encoders readings, and assuming an absolute measurement available, the AEKF provides the local reconstruction of mobile robots position and orientation with an on-line odometry calibration. The simulation results verify the effectiveness of the proposed method and suggest it as a promising way for real time implementations of augmented Kalman filters.
Keywords :
Kalman filters; control engineering computing; mobile robots; nonlinear filters; real-time systems; Simulink; augmented extended Kalman filter design; encoders readings; localization; mobile robots orientation; mobile robots position; online odometry calibration; real time simulation; Calibration; Control engineering; Laboratories; Mobile robots; Position measurement; Robot kinematics; Robot motion; Robot sensing systems; Time sharing computer systems; Wheels; Encoder; Localization; Odometry calibration; augmented; extended Kalman filter; real-time;
Conference_Titel :
Mechatronics and its Applications, 2009. ISMA '09. 6th International Symposium on
Conference_Location :
Sharjah
Print_ISBN :
978-1-4244-3480-0
Electronic_ISBN :
978-1-4244-3481-7
DOI :
10.1109/ISMA.2009.5164847