DocumentCode :
1915865
Title :
Vision-Based Control of an Inverted Pendulum using Cascaded Particle Filters
Author :
Stuflesser, Manuel ; Brandner, Markus
Author_Institution :
Inst. of Electr. Meas. & Meas. Signal Process., Graz Univ. of Technol., Graz
fYear :
2008
fDate :
12-15 May 2008
Firstpage :
2097
Lastpage :
2102
Abstract :
The inverted pendulum represents an example of a nonlinear and unstable dynamic system whose properties and related control strategies have been studied extensively in the control literature. A basic setup consists of a translation device - the cart - and a rotating boom - the pendulum - which is balanced in its upright position. The control algorithm uses the position of the cart and the rotation angle of the pendulum as input measurements provided by different sensors. While contacting sensor principles such as angle encoders have been used in different demonstrators, we present a purely vision-based tracking system. In combination with state of the art control algorithms our system is able to swing-up and balance the pendulum. The presented setup is non-contacting and does not require specific visual markers on any part of the pendulum. We use off-the-shelf components to realise the monocular tracking system. Experimental results show that our system is able to robustly control the inverted pendulum in real-time on a standard desktop PC.
Keywords :
nonlinear control systems; particle filtering (numerical methods); pendulums; time-varying systems; angle encoders; cascaded particle filters; inverted pendulum; monocular tracking system; nonlinear dynamic system; unstable dynamic system; vision-based control; vision-based tracking system; Automatic control; Cameras; Control systems; Electric variables measurement; Mechanical sensors; Nonlinear control systems; Optical feedback; Particle filters; Particle measurements; Signal processing algorithms; Optical Metrology; Particle Filter; Tracking; Visual Feedback;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Instrumentation and Measurement Technology Conference Proceedings, 2008. IMTC 2008. IEEE
Conference_Location :
Victoria, BC
ISSN :
1091-5281
Print_ISBN :
978-1-4244-1540-3
Electronic_ISBN :
1091-5281
Type :
conf
DOI :
10.1109/IMTC.2008.4547394
Filename :
4547394
Link To Document :
بازگشت