Title :
ANFIS-based aided stabilization control and image tracking for mobile robot
Author :
Kuo-Hsien Hsia ; Shao-Fan Lien ; Juhng-Perng Su ; Wei-Yi Ciou
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Far East Univ., Tainan, Taiwan
Abstract :
Vision systems are widely used on mobile robot systems. When the mobile robot travels on a bumpy road, a fixed camera cannot track object stably. Specifically, when the mobile robot is searching and/or rescuing in a valley or a dried river bed, how to achieve stable image tracking is a very important issue. This paper devotes to develop a stabilization control scheme for a mobile robot system running on different road profiles and rough terrain while aiming at a target. Firstly, the image recognition algorithm and the outer-loop PI controller for a two-axis camera system have been developed. A simulation system composed of two-axis camera system as well as 3-DOF rotating platform has been set up to imitate a physical dynamic of a mobile robot system. In addition, we have succeeded in building up a three-axis to two-axis ANFIS transformation scheme from a data set of measurements. For demonstrating the method, the data obtained from a measurement of a physical road profile and rough terrain that a vehicle experienced is fed to the system. The targeting error of the two-axis camera targeting at the object under the disturbance of road profile and rough terrain is in a circular region with diameter 20 cm, and is within an acceptable range.
Keywords :
PI control; cameras; image recognition; mobile robots; object tracking; robot dynamics; robot vision; stability; terrain mapping; 3-DOF rotating platform; ANFIS-based aided stabilization control; bumpy road; fixed camera; image recognition algorithm; mobile robot system; object tracking; outer-loop PI controller; physical dynamic; physical road profile; rough terrain; simulation system; stable image tracking; three-axis ANFIS transformation; two-axis ANFIS transformation; two-axis camera system; vision system; Cameras; Image recognition; Mobile robots; Real-time systems; Roads; Robot vision systems; Target tracking; ANFIS; image processing; image tracking; stabilization control;
Conference_Titel :
Fuzzy Theory and it's Applications (iFUZZY), 2012 International Conference on
Conference_Location :
Taichung
Print_ISBN :
978-1-4673-2057-3
DOI :
10.1109/iFUZZY.2012.6409720