Spintronic Physical Reservoir for Autonomous Prediction and Long-Term Household Energy Load Forecasting

arXiv:2304.03343v2 Announce Type: replace
Abstract: In this study, we have shown autonomous long-term prediction with a spintronic physical reservoir. Due to the short-term memory property of the magnetization dynamics, non-linearity arises in the reservoir states which could be used for long-term prediction tasks using simple linear regression for online training. During the prediction stage, the output is directly fed to the input of the reservoir for autonomous prediction. We employ our proposed reservoir for the modeling of the chaotic time …

abstract arxiv autonomous cs.lg dynamics energy forecasting linear linear regression long-term memory prediction property regression simple study tasks type