4.6 Article

Magnetic skyrmion-based artificial neuron device

Journal

NANOTECHNOLOGY
Volume 28, Issue 31, Pages -

Publisher

IOP PUBLISHING LTD
DOI: 10.1088/1361-6528/aa7af5

Keywords

magnetic skyrmion; neuromorphic computing; leaky-integrate-fire; artificial neuron

Funding

  1. National Natural Science Foundation of China [61501013, 61571023, 11574137]
  2. 111 talent program [B16001]
  3. Shenzhen Fundamental Research Fund [JCYJ20160331164412545]

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Neuromorphic computing, inspired by the biological nervous system, has attracted considerable attention. Intensive research has been conducted in this field for developing artificial synapses and neurons, attempting to mimic the behaviors of biological synapses and neurons, which are two basic elements of a human brain. Recently, magnetic skyrmions have been investigated as promising candidates in neuromorphic computing design owing to their topologically protected particle-like behaviors, nanoscale size and low driving current density. In one of our previous studies, a skyrmion-based artificial synapse was proposed, with which both short-term plasticity and long-term potentiation functions have been demonstrated. In this work, we further report on a skyrmion-based artificial neuron by exploiting the tunable current-driven skyrmion motion dynamics, mimicking the leaky-integrate-fire function of a biological neuron. With a simple single-device implementation, this proposed artificial neuron may enable us to build a dense and energy-efficient spiking neuromorphic computing system.

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