Title :
Electronic implementation for competitive neural network: a prototype
Author :
Ortega Cisneros, Susana ; Gomez Castaneda, Felipe ; Moreno Cadenas, Jose Antonio
Abstract :
Presents the circuit implementation for an electronic neural network which is composed of pulsed-neurons and pulse width weighting synaptic links, based on programmable logic devices and standard electronic parts. The resulting prototype circuit is useful for emulating in real time two-layer feedforward and competitive neural architectures as demonstrated by a two-input, three-output classification system. The technique that supports this circuit is based on both the pulse coded and the pulse-stream arithmetic methodologies
Keywords :
digital arithmetic; feedforward neural nets; neural chips; neural net architecture; parallel processing; programmable logic devices; real-time systems; classification system; competitive neural network; feedforward neural network; neural architectures; programmable logic devices; pulse coded arithmetic; pulse width weighting synaptic links; pulse-stream arithmetic; Arithmetic; Capacitors; Frequency; Neural networks; Neurons; Prototypes; Pulse circuits; Pulse generation; Space vector pulse width modulation; Windows;
Conference_Titel :
Neural Networks, 1996., IEEE International Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-3210-5
DOI :
10.1109/ICNN.1996.549028