DocumentCode
2350571
Title
Control of mobile robots using RBF network
Author
Oh, Changmok ; Kim, Min-Soeng ; Lee, Joon-Yong ; Lee, Ju-Jang
Author_Institution
Dept. of Electr. Eng. & Comput. Sci., Korea Adv. Inst. of Sci. & Technol., Daejon, South Korea
Volume
4
fYear
2003
fDate
27-31 Oct. 2003
Firstpage
3528
Abstract
This paper deals with handling the unknown factors, such as the external disturbance and the unknown dynamics, for a mobile robot control. We propose a RBF network based controller for compensate for them. The stability of the proposed controller is proven by using Lyapunov function. To show the effectiveness of the proposed controller, several simulation results are presented. Through the simulations, we show that the proposed controller can overcome the modelling uncertainty and the disturbances. Also the proposed RBF controller outperforms the previous works from the viewpoint of computation time, which is a crucial fact for a real-applications.
Keywords
Lyapunov methods; mobile robots; radial basis function networks; stability; Lyapunov methods; RBF networks; computation time; controller; external disturbance; mobile robots; radial basis function networks; stability; Computational modeling; Erbium; Mobile robots; Neural networks; Radial basis function networks; Robot control; Stability; Symmetric matrices; Vehicle dynamics; Wheels;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems, 2003. (IROS 2003). Proceedings. 2003 IEEE/RSJ International Conference on
Print_ISBN
0-7803-7860-1
Type
conf
DOI
10.1109/IROS.2003.1249702
Filename
1249702
Link To Document