DocumentCode :
3598911
Title :
Prototype optoelectronic neural network for artificial vision systems
Author :
Lamela, Horacio ; Ruiz-Llata, Marta ; Warde, Cardinal
Author_Institution :
Univ. Carlos III de Madrid, Spain
Volume :
2
fYear :
2002
Firstpage :
1434
Abstract :
In this paper we propose of a novel hardware electronic-optoelectronic neural network processor for vision applications. The architecture of the proposed neuroprocessor is based on a hybrid optic and optoelectronic implementation of the system. Some neural operations, like interconnection weight storage and assignment, are done in the electronic domain while the interconnection between processing elements is done optically. By this way we exploit the communication strength of optics and the computational strength of electronics in an optical fashion. The main characteristics of the architecture are that it is fully interconnected, the interconnections are fully programmable, it avoids optical alignment problems, and it is readily scalable to large numbers of pixel neurons. We will describe the architecture, the hardware implementation of a first prototype and its functionality for pattern recognition applications. The neural network models we have implemented on our neuroprocessor have been a basic logic functions operator, a Hopfield network and the matching scores layer of a Hamming network.
Keywords :
Hopfield neural nets; computer vision; optical neural nets; Hamming network; Hopfield network; artificial vision systems; basic logic functions operator; electronic domain; fully programmable; hybrid optic and optoelectronic implementation; interconnection weight assignment; interconnection weight storage; matching scores layer; neural operations; neuroprocessor; pixel neurons; processing elements; prototype optoelectronic neural network; Artificial neural networks; Computer architecture; Machine vision; Neural network hardware; Neural networks; Neurons; Optical computing; Optical interconnections; Pattern recognition; Prototypes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
IECON 02 [Industrial Electronics Society, IEEE 2002 28th Annual Conference of the]
Print_ISBN :
0-7803-7474-6
Type :
conf
DOI :
10.1109/IECON.2002.1185488
Filename :
1185488
Link To Document :
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