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Three Artificial Spintronic Leaky Integrate-and-Fire Neurons
SPIN ( IF 1.3 ) Pub Date : 2020-01-31 , DOI: 10.1142/s2010324720400032
Wesley H. Brigner 1 , Xuan Hu 1 , Naimul Hassan 1 , Lucian Jiang-Wei 1 , Christopher H. Bennett 2 , Felipe Garcia-Sanchez 3, 4 , Otitoaleke Akinola 5 , Massimo Pasquale 3 , Matthew J. Marinella 2 , Jean Anne C. Incorvia 5 , Joseph S. Friedman 1
Affiliation  

Due to their nonvolatility and intrinsic current integration capabilities, spintronic devices that rely on domain wall (DW) motion through a free ferromagnetic track have garnered significant interest in the field of neuromorphic computing. Although a number of such devices have already been proposed, they require the use of external circuitry to implement several important neuronal behaviors. As such, they are likely to result in either a decrease in energy efficiency, an increase in fabrication complexity, or even both. To resolve this issue, we have proposed three individual neurons that are capable of performing these functionalities without the use of any external circuitry. To implement leaking, the first neuron uses a dipolar coupling field, the second uses an anisotropy gradient and the third uses shape variations of the DW track.

中文翻译:

三个人工自旋电子泄漏集成和发射神经元

由于其非易失性和固有的电流集成能力,依靠畴壁(DW)运动通过自由铁磁轨道的自旋电子器件在神经形态计算领域引起了极大的兴趣。尽管已经提出了许多这样的设备,但它们需要使用外部电路来实现几个重要的神经元行为。因此,它们可能会导致能源效率降低、制造复杂性增加,甚至两者兼而有之。为了解决这个问题,我们提出了三个独立的神经元,它们能够在不使用任何外部电路的情况下执行这些功能。为了实现泄漏,第一个神经元使用偶极耦合场,第二个使用各向异性梯度,第三个使用 DW 轨道的形状变化。
更新日期:2020-01-31
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