Spiking rate and latency encoding with resonant tunneling diode neuron circuits and design influences

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Donati, Giovanni and Owen-Newns, Dafydd and Robertson, Joshua and Porte, Xavier and Malysheva, Ekaterina and Figueiredo, Jose and Romeira, Bruno and Dolores-Calzadilla, Victor and Hurtado, Antonio (2025) Spiking rate and latency encoding with resonant tunneling diode neuron circuits and design influences. Physical Review Applied, 24 (2). 024041. ISSN 2331-7043 (https://doi.org/10.1103/n41r-3t9v)

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Abstract

Neuromorphic computing, inspired by the functionality and efficiency of biological neural systems, holds promise for advancing artificial intelligence and computational paradigms. Resonant tunneling diodes (RTDs), thanks to their ability to generate neuronal dynamical responses, such as excitable spiking and refractoriness, have recently emerged as candidates for use as optoelectronic spiking neurons in novel neuromorphic computing hardware. This work explores the ability of RTD spiking neurons to deliver information encoding mechanisms analogous to those observed in biological neurons, specifically spike firing rate and spike latency encoding. We also report detailed experimental and numerical studies on the impacts that the RTD mesa radius and the circuit inductance and capacitance have on its spiking properties, providing useful information for future design of RTD-based neural networks optimized for ultrafast (greater than gigahertz rate) processing capabilities. Finally, we showcase the application of spike rate encoding in RTD neurons for the ultrafast reconstruction of a eight-level amplitude signal, effectively filtering out the noise.

ORCID iDs

Donati, Giovanni ORCID logoORCID: https://orcid.org/0000-0001-6156-8394, Owen-Newns, Dafydd ORCID logoORCID: https://orcid.org/0000-0001-6592-8465, Robertson, Joshua ORCID logoORCID: https://orcid.org/0000-0001-6316-5265, Porte, Xavier ORCID logoORCID: https://orcid.org/0000-0002-9869-7170, Malysheva, Ekaterina, Figueiredo, Jose, Romeira, Bruno, Dolores-Calzadilla, Victor and Hurtado, Antonio ORCID logoORCID: https://orcid.org/0000-0002-4448-9034;
CORE (COnnecting REpositories)