DocumentCode :
2954354
Title :
Position control of a mobile inverted pendulum system using radial basis function network
Author :
Noh, Jin Seok ; Lee, Geun Hyeong ; Jung, Seul
Author_Institution :
Mechatron. Eng. Dept., Chungnam Nat. Univ., Daejeon
fYear :
2008
fDate :
1-8 June 2008
Firstpage :
370
Lastpage :
376
Abstract :
This article presents the implementation of position control of a mobile inverted pendulum(MIP) system by using the radial basis function network(RBF). The MIP has two wheels to move on the plane and to balance the pendulum. The MIP is known as a nonlinear system whose dynamics is non-holonomic. The goal is to control the MIP to maintain the balance of the pendulum while tracking a desired position of the cart. The reference compensation technique (RCT) scheme is used as a neural network control method to control the MIP. The back propagation learning algorithm for the RBF network is derived for on-line learning and control. The control algorithm has been embedded on a DSP 2812 board to achieve real-time control. Experimental results are conducted and show successful control performances of both balancing and tracking the position of the MIP.
Keywords :
backpropagation; learning systems; neurocontrollers; nonlinear control systems; pendulums; position control; radial basis function networks; DSP 2812 board; back propagation learning algorithm; mobile inverted pendulum system; neural network control method; nonlinear control system; online learning; position control; radial basis function network; reference compensation technique scheme; Position control; Radial basis function networks; RBF neural network; mobile inverted pendulum;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on
Conference_Location :
Hong Kong
ISSN :
1098-7576
Print_ISBN :
978-1-4244-1820-6
Electronic_ISBN :
1098-7576
Type :
conf
DOI :
10.1109/IJCNN.2008.4633819
Filename :
4633819
Link To Document :
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