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Modelling Neural Dynamics with Optics: A New Approach to Simulate Spiking Neurons through an Asynchronous Laser

Authors :
Olivier Pottiez
Horacio Rostro-Gonzalez
J. P. Lauterio-Cruz
Source :
Electronics, Vol 9, Iss 1853, p 1853 (2020), Electronics, Volume 9, Issue 11
Publication Year :
2020
Publisher :
MDPI AG, 2020.

Abstract

In this paper, we propose a novel approach for implementing spiking neurons through an optical system. Spiking neurons are a new approach to emulate the neural processes that occur in the brain, known as the third generation of artificial neural networks. They have been successfully used to build a new technology called neuromorphic engineering, which looks for a better performance than traditional computing in tasks usually performed by AI-based systems. Our optical system consists of a low-cost laser source, based on a microcontroller and a continuous-wave laser diode<br />the microcontroller allows producing synchronous or asynchronous pulses with complex time profiles. Here, through said system we have successfully reproduced most of the neural dynamics observed in biological neurons. These dynamics have been reproduced using a very simple optical array with a great potential for the development of neuromorphic systems. The optical system has been experimentally validated.

Details

Language :
English
ISSN :
20799292
Volume :
9
Issue :
1853
Database :
OpenAIRE
Journal :
Electronics
Accession number :
edsair.doi.dedup.....15678eae68d6f52a3d0258179ce10684