A Framework for Strategic Discovery of Credible Neural Network Surrogate Models under Uncertainty

Pratyush Kumar Singh, Kathryn A. Farrell-Maupin, Danial Faghihi

The widespread integration of deep neural networks in developing data-driven surrogate models for high-fidelity simulations of complex physical systems highlights the critical nece…