Title :
Neural network and fuzzy control in the welding robots using CCD camera and touch sensor
Author :
Kaneko, Yasuyoshi ; Yamane, Satoshi ; Kabota, T. ; Ohshima, Kienji
Author_Institution :
Dept. of Electr. Eng., Saitama Univ., Urawa, Japan
Abstract :
It is important to trace the orbit with a corner using a welding robot, in order to obtain a good quality of the welding result. In this paper, a system is proposed for tracking the orbit by using a CCD camera and a touch sensor. When only the fuzzy controller is used, the delay of tracking may occur at the corner. In order to improve the tracking performance, the authors use a feedforward neural network to recognize the corner. According to the recognition results, the control gain of the controller is then adjusted. The validity of the fuzzy controller and the neural network is verified by performing the tracking experiments.
Keywords :
CCD image sensors; feedforward neural nets; fuzzy control; industrial robots; position control; robot vision; robots; tactile sensors; tracking; welding; CCD camera; control gain; feedforward neural network; fuzzy control; touch sensor; tracking; welding robots; Cameras; Charge coupled devices; Charge-coupled image sensors; Fuzzy control; Neural networks; Orbital robotics; Robot sensing systems; Robot vision systems; Tactile sensors; Welding;
Conference_Titel :
Neural Networks, 1993. IJCNN '93-Nagoya. Proceedings of 1993 International Joint Conference on
Print_ISBN :
0-7803-1421-2
DOI :
10.1109/IJCNN.1993.714005