Ali A. Halawa

Early Hemodynamic Prediction: A Critical Review and Clinical Insights

Blood flow abnormalities are central to cardiovascular and cerebrovascular diseases, yet early detection remains challenging due to invasive or resource‑intensive traditional methods. Deep neural networks (DNNs) offer a potential non‑invasive alternative by inferring hemodynamic...