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Resonate and fire neuron with fixed magnetic skyrmions

机译:与固定的磁天文子产生共振并激发神经元

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摘要

In the brain, the membrane potential of many neurons oscillates in a subthreshold damped fashion and fire when excited by an input frequency that nearly equals their eigen frequency. In this work, we investigate theoretically the artificial implementation of such "resonate-and-fire" neurons by utilizing the magnetization dynamics of a fixed magnetic skyrmion in the free layer of a magnetic tunnel junction (MTJ). To realize firing of this nanomagnetic implementation of an artificial neuron, we propose to employ voltage control of magnetic anisotropy or voltage generated strain as an input (spike or sinusoidal) signal, which modulates the perpendicular magnetic anisotropy. This results in continual expansion and shrinking (i.e., breathing) of a skyrmion core that mimics the subthreshold oscillation. Any subsequent input pulse having an interval close to the breathing period or a sinusoidal input close to the eigen frequency drives the magnetization dynamics of the fixed skyrmion in a resonant manner. The time varying electrical resistance of the MTJ layer due to this resonant oscillation of the skyrmion core is used to drive a Complementary Metal Oxide Semiconductor buffer circuit, which produces spike outputs. By rigorous micromagnetic simulation, we investigate the interspike timing dependence and response to different excitatory and inhibitory incoming input pulses. Finally, we show that such resonate and fire neurons have potential application in coupled nanomagnetic oscillator based associative memory arrays. Published by AIP Publishing.
机译:在大脑中,许多神经元的膜电位在被几乎等于其本征频率的输入频率激发时,会以亚阈值衰减的方式振荡并着火。在这项工作中,我们通过利用磁性隧道结(MTJ)的自由层中固定的磁性天生离子的磁化动力学,从理论上研究了这种“共振并发射”神经元的人工实现。为了实现这种人工神经元的纳米磁性实现,我们建议采用磁各向异性的电压控制或电压产生的应变作为输入(峰值或正弦波)信号,从而调制垂直磁各向异性。这导致模仿亚阈值振荡的天蝎子核心的连续膨胀和收缩(即呼吸)。间隔接近呼吸周期或正弦输入接近本征频率的任何后续输入脉冲以共振方式驱动固定天sky的磁化动力学。由于天蝎子磁芯的这种共振振荡而引起的MTJ层随时间变化的电阻用于驱动互补金属氧化物半导体缓冲电路,该电路会产生尖峰输出。通过严格的微磁模拟,我们研究了尖峰间的时序依赖性以及对不同的兴奋性和抑制性输入脉冲的响应。最后,我们证明了这种共振和激发神经元在基于耦合纳米磁振荡器的关联存储阵列中具有潜在的应用。由AIP Publishing发布。

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