Artificial optoelectronic spiking neuron based on a resonant tunnelling diode coupled to a vertical cavity surface emitting laser
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2022-11-11
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De Gruyter
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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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Acknowledgement: The authors would also like to acknowledge J. Iwan Davies from IQE for providing the epitaxial growth for RTD fabrication.
Author contributions: All the authors have accepted responsibility for the entire content of this submitted manuscript and approved submission.
Research funding: The authors acknowledge support by the European Commission (Grant 828841-ChipAI-H2020-FETOPEN-2018-2020) and by the UK Research and Innovation (UKRI) Turing AI Acceleration Fellowships Programme (EP/V025198/1).
Conflict of interest statement: The authors declare no conflicts of interest regarding this article.
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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" Nanophotonics, vol. 12, no. 5, 2023, pp. 857-867.
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