Physics-informed neural network for ultrasound nondestructive quantification of surface breaking cracks. - Khemraj Shukla; Patricio Clark Di Leoni; James L. Blackshire; Daniel Sparkman; George Em Karniadakis (CoRR, 2020)

A Physics-Informed Neural Network for Quantifying the Microstructural Properties of Polycrystalline Nickel Using Ultrasound Data: A promising approach for solving inverse problems. - Khemraj Shukla; Ameya D. Jagtap; James L. Blackshire; Daniel Sparkman; George Em Karniadakis (IEEE Signal Process. Mag., 2022)