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Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser

Excitable optoelectronic devices represent one of the key building blocks for implementation of artificial spiking neurons in neuromorphic (brain-inspired) photonic systems. This work introduces and experimentally investigates an opto-electro-optical (O/E/O) artificial neuron built with a resonant t...

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Autores principales: Hejda, Matěj, Malysheva, Ekaterina, Owen-Newns, Dafydd, Ali Al-Taai, Qusay Raghib, Zhang, Weikang, Ortega-Piwonka, Ignacio, Javaloyes, Julien, Wasige, Edward, Dolores-Calzadilla, Victor, Figueiredo, José M. L., Romeira, Bruno, Hurtado, Antonio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: De Gruyter 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9995654/
https://www.ncbi.nlm.nih.gov/pubmed/36909291
http://dx.doi.org/10.1515/nanoph-2022-0362
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author Hejda, Matěj
Malysheva, Ekaterina
Owen-Newns, Dafydd
Ali Al-Taai, Qusay Raghib
Zhang, Weikang
Ortega-Piwonka, Ignacio
Javaloyes, Julien
Wasige, Edward
Dolores-Calzadilla, Victor
Figueiredo, José M. L.
Romeira, Bruno
Hurtado, Antonio
author_facet Hejda, Matěj
Malysheva, Ekaterina
Owen-Newns, Dafydd
Ali Al-Taai, Qusay Raghib
Zhang, Weikang
Ortega-Piwonka, Ignacio
Javaloyes, Julien
Wasige, Edward
Dolores-Calzadilla, Victor
Figueiredo, José M. L.
Romeira, Bruno
Hurtado, Antonio
author_sort Hejda, Matěj
collection PubMed
description Excitable optoelectronic devices represent one of the key building blocks for implementation of artificial spiking neurons in neuromorphic (brain-inspired) photonic systems. This work introduces and experimentally investigates an opto-electro-optical (O/E/O) artificial neuron built with a resonant tunnelling diode (RTD) coupled to a photodetector as a receiver and a vertical cavity surface emitting laser as a transmitter. We demonstrate a well-defined excitability threshold, above which the neuron produces optical spiking responses with characteristic neural-like refractory period. We utilise its fan-in capability to perform in-device coincidence detection (logical AND) and exclusive logical OR (XOR) tasks. These results provide first experimental validation of deterministic triggering and tasks in an RTD-based spiking optoelectronic neuron with both input and output optical (I/O) terminals. Furthermore, we also investigate in simulation the prospects of the proposed system for nanophotonic implementation in a monolithic design combining a nanoscale RTD element and a nanolaser; therefore demonstrating the potential of integrated RTD-based excitable nodes for low footprint, high-speed optoelectronic spiking neurons in future neuromorphic photonic hardware.
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spelling pubmed-99956542023-03-10 Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser Hejda, Matěj Malysheva, Ekaterina Owen-Newns, Dafydd Ali Al-Taai, Qusay Raghib Zhang, Weikang Ortega-Piwonka, Ignacio Javaloyes, Julien Wasige, Edward Dolores-Calzadilla, Victor Figueiredo, José M. L. Romeira, Bruno Hurtado, Antonio Nanophotonics Research Article Excitable optoelectronic devices represent one of the key building blocks for implementation of artificial spiking neurons in neuromorphic (brain-inspired) photonic systems. This work introduces and experimentally investigates an opto-electro-optical (O/E/O) artificial neuron built with a resonant tunnelling diode (RTD) coupled to a photodetector as a receiver and a vertical cavity surface emitting laser as a transmitter. We demonstrate a well-defined excitability threshold, above which the neuron produces optical spiking responses with characteristic neural-like refractory period. We utilise its fan-in capability to perform in-device coincidence detection (logical AND) and exclusive logical OR (XOR) tasks. These results provide first experimental validation of deterministic triggering and tasks in an RTD-based spiking optoelectronic neuron with both input and output optical (I/O) terminals. Furthermore, we also investigate in simulation the prospects of the proposed system for nanophotonic implementation in a monolithic design combining a nanoscale RTD element and a nanolaser; therefore demonstrating the potential of integrated RTD-based excitable nodes for low footprint, high-speed optoelectronic spiking neurons in future neuromorphic photonic hardware. De Gruyter 2022-11-15 /pmc/articles/PMC9995654/ /pubmed/36909291 http://dx.doi.org/10.1515/nanoph-2022-0362 Text en © 2022 the author(s), published by De Gruyter, Berlin/Boston https://creativecommons.org/licenses/by/4.0/This work is licensed under the Creative Commons Attribution 4.0 International License.
spellingShingle Research Article
Hejda, Matěj
Malysheva, Ekaterina
Owen-Newns, Dafydd
Ali Al-Taai, Qusay Raghib
Zhang, Weikang
Ortega-Piwonka, Ignacio
Javaloyes, Julien
Wasige, Edward
Dolores-Calzadilla, Victor
Figueiredo, José M. L.
Romeira, Bruno
Hurtado, Antonio
Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
title Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
title_full Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
title_fullStr Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
title_full_unstemmed Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
title_short Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
title_sort artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9995654/
https://www.ncbi.nlm.nih.gov/pubmed/36909291
http://dx.doi.org/10.1515/nanoph-2022-0362
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