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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...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
De Gruyter
2022
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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. |
format | Online Article Text |
id | pubmed-9995654 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | De Gruyter |
record_format | MEDLINE/PubMed |
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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