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Superconducting Bio-Inspired Au-Nanowire-Based Neurons

Olga V. Skryabina, Andrey E. Schegolev, N. V. Klenov, S. V. Bakurskiy, Andrey G. Shishkin, Stepan V. Sotnichuk, Kirill S. Napolskii, Ivan A. Nazhestkin, I. I. Soloviev, M. Yu. Kupriyanov, V. S. Stolyarov

2022Nanomaterials23 citationsDOIOpen Access PDF

Abstract

High-performance modeling of neurophysiological processes is an urgent task that requires new approaches to information processing. In this context, two- and three-junction superconducting quantum interferometers with Josephson weak links based on gold nanowires are fabricated and investigated experimentally. The studied cells are proposed for the implementation of bio-inspired neurons-high-performance, energy-efficient, and compact elements of neuromorphic processor. The operation modes of an advanced artificial neuron capable of generating the burst firing activation patterns are explored theoretically. A comparison with the Izhikevich mathematical model of biological neurons is carried out.

Topics & Concepts

Neuromorphic engineeringNanowireContext (archaeology)Josephson effectNeurophysiologyComputer scienceMaterials scienceNanotechnologySuperconductivityOptoelectronicsElectronic engineeringArtificial neural networkPhysicsNeuroscienceArtificial intelligenceEngineeringBiologyPaleontologyQuantum mechanicsAdvanced Memory and Neural ComputingNeural Networks and Reservoir ComputingFerroelectric and Negative Capacitance Devices
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