DocumentCode
414126
Title
Developing sensorimotor behavior with a network of spiking neurons
Author
Northmore, David P M
Author_Institution
Dept. of Psychol., Delaware Univ., Newark, DE, USA
Volume
3
fYear
2004
fDate
26 April-1 May 2004
Firstpage
2742
Abstract
Artificial nervous systems have been realized with spiking neurons fabricated by VLSI. To explore ways of developing networks of such units through sensorimotor experience, a simulated vehicle, equipped with tactile and visual sensors was trained, using a biologically realistic Hebbian mechanism to navigate an obstacle course. Starting with a simple tactile reflex, networks developed visual guidance mechanisms based on the detection of luminance and motion.
Keywords
Hebbian learning; VLSI; navigation; neurocontrollers; path planning; vehicles; VLSI; artificial nervous systems; biologically realistic Hebbian mechanism; sensorimotor behavior development; sensorimotor experience; spiking neuron network; tactile reflex; tactile sensor; visual guidance mechanisms; visual sensor; Biological system modeling; Biosensors; Control systems; Navigation; Nervous system; Neuromorphics; Neurons; Photoreceptors; Vehicles; Very large scale integration;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
ISSN
1050-4729
Print_ISBN
0-7803-8232-3
Type
conf
DOI
10.1109/ROBOT.2004.1307475
Filename
1307475
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