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

no code implementations • 6 Apr 2023 • Walid Al Misba, Harindra S. Mavikumbure, Md Mahadi Rajib, Daniel L. Marino, Victor Cobilean, Milos Manic, Jayasimha Atulasimha

By comparing our spintronic physical RC approach with energy load forecasting algorithms, such as LSTMs and RNNs, we conclude that the proposed framework presents good performance in achieving high predictions accuracy, while also requiring low memory and energy both of which are at a premium in hardware resource and power constrained edge applications.

Load Forecasting regression +1

Modeling of Thermal Magnetic Fluctuations in Nanoparticle Enhanced Magnetic Resonance Detection

no code implementations • 12 Jan 2021 • Tahmid Kaisar, Md Mahadi Rajib, Hatem ElBidweihy, Mladen Barbic, Jayasimha Atulasimha

We present a systematic numerical modeling investigation of magnetization dynamics and thermal magnetic moment fluctuations of single magnetic domain nanoparticles in a configuration applicable to enhancing inductive magnetic resonance detection signal to noise ratio (SNR).

Mesoscale and Nanoscale Physics