Physics-Enhanced TinyML for Real-Time Detection of Ground Magnetic Anomalies

no code implementations • 19 Nov 2023 • Talha Siddique, MD Shaad Mahmud

Space weather phenomena like geomagnetic disturbances (GMDs) and geomagnetically induced currents (GICs) pose significant risks to critical technological infrastructure.

Weather Forecasting

Classification of fNIRS Data Under Uncertainty: A Bayesian Neural Network Approach

no code implementations • 18 Jan 2021 • Talha Siddique, MD Shaad Mahmud

We also generated a ROC curve for our BNN classifier using test data from a single volunteer and our model has an AUC score of 0. 855.

Binary Classification Brain Computer Interface +3

A Ternary Bi-Directional LSTM Classification for Brain Activation Pattern Recognition Using fNIRS

no code implementations • 14 Jan 2021 • Sajila D. Wickramaratne, MD Shaad Mahmud

Functional near-infrared spectroscopy (fNIRS) is a non-invasive, low-cost method used to study the brain's blood flow pattern.

BIG-bench Machine Learning Classification +2

A Deep Learning Based Ternary Task Classification System Using Gramian Angular Summation Field in fNIRS Neuroimaging Data

no code implementations • 14 Jan 2021 • Sajila D. Wickramaratne, MD Shaad Mahmud

Functional near-infrared spectroscopy (fNIRS) is a non-invasive, economical method used to study its blood flow pattern.

BIG-bench Machine Learning Classification +5