Application of Reservoir Computing for the Modeling of Nano-Contact Vortex Oscillator
Jean Lamour Institute (IJL), University of Lorraine, UMR 7198, 54000 Nancy, France
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Electronics 2019, 8(11), 1315; https://doi.org/10.3390/electronics8111315
Received: 30 September 2019
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Revised: 3 November 2019
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Accepted: 4 November 2019
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Published: 8 November 2019
(This article belongs to the Section Artificial Intelligence)
The Nano-Contact Vortex Oscillator (NCVO) is a highly nonlinear spintronic device that can depict chaotic and nonchaotic behaviors according to the current flowing through it. The potential use of such a device in the future-generation computing systems requires the knowledge of a realistic model capable of describing its exact dynamics. In this paper, we firstly investigate the behavior of NCVO based on the power spectral analysis. Furthermore, we propose and demonstrate two efficient approaches of reservoir computing for the modeling of such a device. The performances of the proposed models are addressed in two ways. First, the generated time-varying signals are compared with the simulated magnetizations of the NCVO at different operating currents. Then, the power spectral analysis of one of the two models is carried out to examine its overall behavior over the complete DC current operating range and its ability to diagnose chaotic and non-chaotic regimes. The proposed models show quite promising results that can be counted on for further research.
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Keywords:
computing systems; spintronic device; NCVO; modeling; chaos; reservoir computing
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MDPI and ACS Style
Ismail, A.R.; Jovanovic, S.; Petit-Watelot, S.; Rabah, H. Application of Reservoir Computing for the Modeling of Nano-Contact Vortex Oscillator. Electronics 2019, 8, 1315. https://doi.org/10.3390/electronics8111315
AMA Style
Ismail AR, Jovanovic S, Petit-Watelot S, Rabah H. Application of Reservoir Computing for the Modeling of Nano-Contact Vortex Oscillator. Electronics. 2019; 8(11):1315. https://doi.org/10.3390/electronics8111315
Chicago/Turabian StyleIsmail, Ali R., Slavisa Jovanovic, Sébastien Petit-Watelot, and Hassan Rabah. 2019. "Application of Reservoir Computing for the Modeling of Nano-Contact Vortex Oscillator" Electronics 8, no. 11: 1315. https://doi.org/10.3390/electronics8111315
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