Ovonic Threshold Switching for Ultralow Energy Physical Reservoir Computing

被引:0
|
作者
Guo, Y. Y. [1 ,2 ]
Degraeve, R. [1 ]
Ravsher, T. [1 ,2 ]
Garbin, D. [1 ]
Roussel, P. [1 ]
Kar, G. S. [1 ]
Bury, E. [1 ]
Linten, D. [1 ]
Verbauwhede, I. [2 ]
机构
[1] IMEC, B-3001 Leuven, Belgium
[2] Katholieke Univ Leuven, Dept Elect Engn ESAT, B-3001 Leuven, Belgium
关键词
Authentication; Leakage currents; Switches; Threshold voltage; Vectors; Hardware; Current measurement; Training; Reservoir computing; Pulse measurements; Gait authentication; hardware security; one-shot learning; ovonic threshold switch (OTS); phase space reconstruction (PSR); reservoir computing (RC);
D O I
10.1109/TED.2025.3533390
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this article, we demonstrate physical reservoir computing (RC) in ovonic threshold switching (OTS) devices. We show that SiGeAsSe OTS is suitable as a physical reservoir because of the nonlinear change in the number of delocalized defects. With the combination of phase space reconstruction (PSR), our algorithm can project data into high-dimensional spaces, thereby enhancing the distinguishability of the data. Such ability is suitable for high-accuracy authentication and classification. Our algorithm can be implemented using both crossbar arrays or individual devices, and achieves a significantly low (0.08%) equal error rate (EER) on gait authentication in simulation. Furthermore, we validated our concept by successfully implementing the algorithm on nine hardware OTS devices and achieved an EER of 4.2% on gait authentication. The low leakage current level of OTS, the fast learning of RC, and interval-based readout responses all contribute to a significantly reduced energy consumption of our proposed method.
引用
收藏
页码:1112 / 1117
页数:6
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