DocumentCode :
1932969
Title :
PSO based modeling of Takagi-Sugeno fuzzy motion controller for dynamic object tracking with mobile platform
Author :
Gupta, Meenakshi ; Behera, Laxmidhar ; Venkates, K.S.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Kanpur, Kanpur, India
fYear :
2010
fDate :
18-20 Oct. 2010
Firstpage :
37
Lastpage :
43
Abstract :
Modeling of optimized motion controller is one of the interesting problems in the context of behavior based mobile robotics. Behavior based mobile robots should have an ideal controller to generate perfect action. In this paper, a nonlinear identification Takagi-Sugeno fuzzy motion controller has been designed to track the positions of a moving object with the mobile platform. The parameters of the controller are optimized with Particle swarm optimization (PSO) and stochastic approximation method. A gray predictor has also been developed to predict the position of the object when object is beyond the view field of the robot. The combined model has been tested on a Pioneer robot which tracks a triangular red box using a CCD camera and a laser sensor.
Keywords :
CCD image sensors; fuzzy control; image motion analysis; mobile robots; motion control; nonlinear control systems; object tracking; particle swarm optimisation; path planning; position control; robot vision; CCD camera; PSO based modeling; Pioneer robot; Takagi Sugeno fuzzy motion controller; behavior based mobile robot; dynamic object tracking; gray predictor; laser sensor; motion planning; moving object position; nonlinear controller; stochastic approximation method; Data models; Prediction algorithms; Robot kinematics; Robot sensing systems; Stochastic processes; Tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Science and Information Technology (IMCSIT), Proceedings of the 2010 International Multiconference on
Conference_Location :
Wisla
ISSN :
2157-5525
Print_ISBN :
978-1-4244-6432-6
Type :
conf
DOI :
10.1109/IMCSIT.2010.5680034
Filename :
5680034
Link To Document :
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