respiratory-monitoring

Clinical‑grade respiratory monitoring from any smartphone. Deterministic phase‑memory operator, production Flask backend, real‑time dashboard, and multi‑record BIDMC validation with exportable scientific results.

Physics-informed Bidirectional LSTM (DPRNet-Bi) for ventilator airway pressure prediction — deep learning + lung mechanics for biomedical time-series modeling. Validated on Kaggle Ventilator Pressure Prediction dataset with MIMIC-III cross-dataset evaluation.