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

Authors :
Hejda, Matěj
Malysheva, Ekaterina
Owen-Newns, Dafydd
Al-Taai, Qusay Raghib Ali
Zhang, Weikang
Ortega-Piwonka, Ignacio
Javaloyes, Julien
Wasige, Edward
Dolores-Calzadilla, Victor
Figueiredo, José M. L.
Romeira, Bruno
Hurtado, Antonio
Publication Year :
2022

Abstract

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 the transmitter. We demonstrate a well defined excitability threshold, above which this neuron produces 100 ns 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 theory the prospects of the proposed system for its nanophotonic implementation with 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.<br />Comment: 5 figures

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2206.11044
Document Type :
Working Paper