English

Biskyrmion-based artificial neuron with refractory period

Disordered Systems and Neural Networks 2023-07-03 v2 Mesoscale and Nanoscale Physics Strongly Correlated Electrons

Abstract

Magnetic skyrmions are nanoscale magnetic whirls that are highly stable and can be moved by currents which has led to the prediction of a skyrmion-based artificial neuron device with leak-integrate-fire functionality. However, so far, these devices lack a refractory process, estimated to be crucial for neuronal dynamics. Here we demonstrate that a biskyrmion-based artificial neuron overcomes this insufficiency. When driven by spin-orbit torques, a single biskyrmion splits into two subskyrmions that move towards a designated location and can be detected electrically, resembling the excitation process of a neuron that fires ultimately. The attractive interaction of the two skyrmions leads to a unique trajectory: Once they reach the detector area, they automatically return to the center to reform the biskyrmion but on a different path. During this reset period, the neuron cannot fire again. Our suggested device resembles a biological neuron with the leak, integrate, fire and refractory characteristics better than all existing artificial devices so far.

Keywords

Cite

@article{arxiv.2209.11017,
  title  = {Biskyrmion-based artificial neuron with refractory period},
  author = {Ismael Ribeiro de Assis and Ingrid Mertig and Börge Göbel},
  journal= {arXiv preprint arXiv:2209.11017},
  year   = {2023}
}

Comments

Marie Sk{\l}odowska-Curie Actions, H2020-MSCA-ITN-2020; Project acronym SPEAR; Grant Agreement No. 955671

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