High-speed Si films based threshold switching device and its artificial neuron application

Threshold switching (TS) devices are finding increasing use in the hardware implementation of neuromorphic network computing. Here, a simple structured Ag/amorphous Si/Pt TS device with a switching ratio of ∼105 is prepared, with turn-on and turn-off speeds as high as ∼20 ns and ∼16 ns, respectively...

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Veröffentlicht in:Applied physics letters 2021-10, Vol.119 (15)
Hauptverfasser: Yan, Lei, Pei, Yifei, Wang, Jingjuan, He, Hui, Zhao, Ying, Li, Xiaoyu, Wei, Yongxin, Yan, Xiaobing
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Sprache:eng
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Zusammenfassung:Threshold switching (TS) devices are finding increasing use in the hardware implementation of neuromorphic network computing. Here, a simple structured Ag/amorphous Si/Pt TS device with a switching ratio of ∼105 is prepared, with turn-on and turn-off speeds as high as ∼20 ns and ∼16 ns, respectively. We use this TS device to construct a leaky integration-and-firing artificial neuron that emulates key biological neuron features like threshold-driven firing, all-or-nothing spiking, refractory period, intensity-modulated frequency response, and conductance-modulated frequency response. These results suggest that Si film-based TS device artificial neurons have significant potential for building high-speed artificial neural networks.
ISSN:0003-6951
1077-3118
DOI:10.1063/5.0063078