Photonic spiking neural network with resonant tunnelling diode optoelectronic neurons

Hejda, Matěj and Alanis, Juan and Ortega-Piwonka, Ignacio and Figueiredo, José and Lourenco, João and Javaloyes, Julien and Romeira, Bruno and Hurtado, Antonio; (2022) Photonic spiking neural network with resonant tunnelling diode optoelectronic neurons. In: Conference on Lasers and Electro-Optics. Optica, San José, CA.. (https://opg.optica.org/abstract.cfm?uri=CLEO_SI-20...)

[thumbnail of Hejda-etal-CLEO-2022-Photonic-spiking-neural-network-with-resonant-tunnelling-diode-optoelectronic-neurons]
Preview
Text. Filename: Hejda_etal_CLEO_2022_Photonic_spiking_neural_network_with_resonant_tunnelling_diode_optoelectronic_neurons.pdf
Accepted Author Manuscript
License: Strathprints license 1.0

Download (1MB)| Preview

Abstract

We report high-speed, energy-efficient artificial optoelectronic spiking neurons based upon resonant tunnelling diodes (RTD). Using these, we demonstrate a photonic spiking neural network (perceptron) numerical model for classification of spatiotemporal pulse patterns with 94% accuracy.

ORCID iDs

Hejda, Matěj ORCID logoORCID: https://orcid.org/0000-0003-4493-9426, Alanis, Juan, Ortega-Piwonka, Ignacio, Figueiredo, José, Lourenco, João, Javaloyes, Julien, Romeira, Bruno and Hurtado, Antonio ORCID logoORCID: https://orcid.org/0000-0002-4448-9034;