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

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

With the growing use of artificial neural networks (ANNs) in temporal data processing tasks, the cost of training of complex ANNs is an increasing concern. Physical reservoir computing (RC), a variation of recurrent neural networks (RNNs), obviates the need for most data intensive matrix vector mult...

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Bibliographic Details
Main Authors: Walid Al Misba, Harindra S. Mavikumbure, Md Mahadi Rajib, Daniel L. Marino, Victor Cobilean, Milos Manic, Jayasimha Atulasimha
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Reservoir
load forecasting
LSTM seq to seq
spintronics
MTJ
skyrmion
Online Access:https://ieeexplore.ieee.org/document/10311403/

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