Title :
Information reduction for environment perception of an intelligent robot arm equipped with a 3D range camera
Author :
Masuta, Hiroyuki ; Kubota, Naoyuki
Author_Institution :
Dept. of Syst. Design, Tokyo Metropolitan Univ., Tokyo, Japan
Abstract :
This paper discusses a perceptual system for intelligent control of a service robot. The robot should be able to perceive the environment flexibly to realize intelligent behaviors. We focus on the perceptual system based on the perceiving-acting cycle discussed in ecological psychology. We propose a perceptual system composed of the retinal model and the spiking-neural network to realize concept of the perceiving-acting cycle. The proposed method is applied to the robot arm equipped with a 3D-range camera. This proposed method reduces the staggering volumes of information to 4.2%. As experimental results, we show that the integrated perceptual system can adapt effectively in the dynamic environment.
Keywords :
intelligent robots; manipulators; neural nets; service robots; 3D range camera; ecological psychology; environment perception; information reduction; integrated perceptual system; intelligent control; intelligent robot arm; service robot; spiking-neural network; Biological system modeling; Cameras; Manipulators; Neurons; Retina; Robot vision systems; 3D-Range camera; Robot Arm; Spiking Neural Network; Visual Perception;
Conference_Titel :
SICE Annual Conference 2010, Proceedings of
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7642-8