DocumentCode :
2431732
Title :
Experimental study on robot visual tracking using a neural controller
Author :
Song, Kai-Tai ; Chang, Jhy-Min
Author_Institution :
Dept. of Control Eng., Nat. Chiao Tung Univ., Hsinchu, Taiwan
Volume :
3
fYear :
1996
fDate :
5-10 Aug 1996
Firstpage :
1850
Abstract :
Visual tracking of a moving object has been an active research topic in the field of robotics and computer vision. In this paper, an experimental study is presented on a neural control design of a robotic manipulator to track a moving object using visual information. The proposed system integrates CCD visual data into an artificial neural network (ANN) for robot arm motion control. This design strategy features a fast and efficient control approach where the computation load is reduced to fit the real-time requirement. Integrated experiments have been carried out using a Mitsubishi RV-M2 industrial robot equipped with a CCD camera. After training the ANN controller with experimental data, the transformation from world coordinate to the robot coordinate can be eliminated. Robot motion control can be achieved without solving inverse kinematics of the manipulator. Furthermore, the proposed visual tracking system dose not require calibration data of the camera. The factors affecting tracking performance is analyzed and discussed
Keywords :
CCD image sensors; industrial manipulators; learning (artificial intelligence); neurocontrollers; path planning; robot vision; ANN controller training; CCD camera; CCD visual data; Mitsubishi RV-M2 industrial robot; artificial neural network; moving object tracking; neural controller; robot arm motion control; robot visual tracking; robotic manipulator; tracking performance; visual information; Artificial neural networks; Cameras; Charge coupled devices; Computer vision; Control design; Manipulators; Motion control; Robot kinematics; Robot vision systems; Service robots;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics, Control, and Instrumentation, 1996., Proceedings of the 1996 IEEE IECON 22nd International Conference on
Conference_Location :
Taipei
Print_ISBN :
0-7803-2775-6
Type :
conf
DOI :
10.1109/IECON.1996.570752
Filename :
570752
Link To Document :
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