Neural Ordinary Differential Equations for Data-Driven Reduced Order Modeling of Environmental Hydrodynamics. - Sourav Dutta; Peter Rivera-Casillas; Matthew W. Farthing (AAAI Spring Symposium: MLPS, 2021)

Data-driven reduced order modeling of environmental hydrodynamics using deep autoencoders and neural ODEs. - Sourav Dutta; Peter Rivera-Casillas; Orie M. Cecil; Matthew W. Farthing; Emma Perracchione; Mario Putti (CoRR, 2021)

pyNIROM - A suite of python modules for non-intrusive reduced order modeling of time-dependent problems. - Sourav Dutta; Peter Rivera-Casillas; Orie M. Cecil; Matthew W. Farthing (Softw. Impacts, 2021)

A Neural Operator-Based Emulator for Regional Shallow Water Dynamics. - Peter Rivera-Casillas; Sourav Dutta; Shukai Cai; Mark Loveland; Kamaljyoti Nath; Khemraj Shukla; Corey Jason Trahan; Jonghyun Lee 005; Matthew W. Farthing; Clint Dawson 001 (CoRR, 2025)