Data efficient surrogate modeling for engineering design: Ensemble-free batch mode deep active learning for regression

Sarthak Kapoor, Harsh Vardhan, Umesh Timalsina +3

High fidelity design evaluation processes such as Computational Fluid Dynamics and Finite Element Analysis are often replaced with data driven surrogates to reduce computational co…