Issue 38, 2023

Gamma radiation-induced nanodefects in diffusive memristors and artificial neurons

Abstract

Gamma photons with an average energy of 1.25 MeV are well-known to generate large amounts of defects in semiconductor electronic devices. Here we investigate the novel effect of gamma radiation on diffusive memristors based on metallic silver nanoparticles dispersed in a dielectric matrix of silica. Our experimental findings show that after exposure to radiation, the memristors and artificial neurons made of them demonstrate much better performance in terms of stable volatile resistive switching and higher spiking frequencies, respectively, compared to the pristine samples. At the same time we observe partial oxidation of silver and reduction of silicon within the switching silica layer. We propose nanoinclusions of reduced silicon distributed across the silica layer to be the backbone for metallic nanoparticles to form conductive filaments, as supported by our theoretical simulations of radiation-induced changes in the diffusion process. Our findings propose a new opportunity to engineer the required characteristics of diffusive memristors in order to emulate biological neurons and develop bio-inspired computational technology.

Graphical abstract: Gamma radiation-induced nanodefects in diffusive memristors and artificial neurons

Article information

Article type
Paper
Submitted
21 Apr 2023
Accepted
20 Aug 2023
First published
31 Aug 2023
This article is Open Access
Creative Commons BY license

Nanoscale, 2023,15, 15665-15674

Gamma radiation-induced nanodefects in diffusive memristors and artificial neurons

D. P. Pattnaik, C. Andrews, M. D. Cropper, A. Gabbitas, A. G. Balanov, S. Savel'ev and P. Borisov, Nanoscale, 2023, 15, 15665 DOI: 10.1039/D3NR01853A

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