TY - JOUR
T1 - Modelling neural dynamics with optics
T2 - A new approach to simulate spiking neurons through an asynchronous laser
AU - Rostro-Gonzalez, Horacio
AU - Lauterio-Cruz, Jesus Pablo
AU - Pottiez, Olivier
N1 - Publisher Copyright:
© 2020 by the authors. Licensee MDPI, Basel, Switzerland.
PY - 2020/11
Y1 - 2020/11
N2 - 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; 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.
AB - 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; 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.
KW - Neural dynamics
KW - Neuromorphic computing
KW - Optical system
KW - Spiking neurons
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UR - https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=pure_univeritat_ramon_llull&SrcAuth=WosAPI&KeyUT=WOS:000592877200001&DestLinkType=FullRecord&DestApp=WOS_CPL
U2 - 10.3390/electronics9111853
DO - 10.3390/electronics9111853
M3 - Article
AN - SCOPUS:85095752798
SN - 2079-9292
VL - 9
SP - 1
EP - 11
JO - Electronics (Switzerland)
JF - Electronics (Switzerland)
IS - 11
M1 - 1853
ER -