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q-bio.QM2025★ 1 cited
A Comparative Study of Transformer-Based Models for Multi-Horizon Blood Glucose Prediction
Meryem Altin Karagoz, Marc D. Breton, Anas El Fathi
Accurate blood glucose prediction can enable novel interventions for type 1 diabetes treatment, including personalized insulin and dietary adjustments. Although recent advances in…
eess.SY2025
Neural Networks for on-chip Model Predictive Control: a Method to Build Optimized Training Datasets and its application to Type-1 Diabetes
Alberto Castillo, Elliot Pryor, Anas El Fathi +2
Training Neural Networks (NNs) to behave as Model Predictive Control (MPC) algorithms is an effective way to implement them in constrained embedded devices. By collecting large amo…