Physics-informed neural network for predicting myocardial mechanics from in vivo physiological measurements
Rana Raza Mehdi, Nikhil Kadivar, Sunder Neelakantan, Kyle J. Myers, Eric Wang, Melih Ağraz, Peng Zhang, George Karniadakis, Gaurav Choudhary, Reza Avazmohammadi
This paper introduces a physics-informed neural network to predict myocardial mechanics from physiological measurements, showing improved stress prediction and disease stratification in pulmonary hypertension.
bioRxiv · Oct 19, 2026 · PreprintBioengineering