2023
DOI: 10.1109/access.2023.3326414
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Spintronic Physical Reservoir for Autonomous Prediction and Long-Term Household Energy Load Forecasting

Walid Al Misba,
Harindra S. Mavikumbure,
Md Mahadi Rajib
et al.

Abstract: With the growing use of artificial neural networks (ANNs) in temporal data processing tasks, the cost of training for complex ANNs is an escalating concern. Physical reservoir computing (RC), a variation of recurrent neural networks (RNNs), obviate the need for most data intensive matrix vector multiplication in the recurrent layer by evolving the RC's internal states with the inherent nonlinear dynamics and short-term memory. In this study, we show that magnetic skyrmion confined in a fixed geometry forming t… Show more

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