publications

2022

1. MCA

   Reduced Order Modeling Using Advection-Aware Autoencoders

   Sourav Dutta, Peter Rivera-Casillas, Brent Styles, and 1 more author

   Mathematical and Computational Applications, Apr 2022

   DOI Code

2021

1. JCP

   

   A greedy non-intrusive reduced order model for shallow water equations

   Sourav Dutta, Matthew W. Farthing, Emma Perracchione, and 2 more authors

   Journal of Computational Physics, Aug 2021

   DOI arXiv Code
2. SI

   pyNIROM—A suite of python modules for non-intrusive reduced order modeling of time-dependent problems

   Sourav Dutta, Peter Rivera-Casillas, Orie M. Cecil, and 1 more author

   Software Impacts, Aug 2021

   DOI Code
3. AAAI

   Neural Ordinary Differential Equations for Data-Driven Reduced Order Modeling of Environmental Hydrodynamics

   Sourav Dutta, Peter Rivera-Casillas, and Matthew W. Farthing

   In Proceedings of the AAAI 2021 Spring Symposium on Combining Artificial Intelligence and Machine Learning with Physical Sciences, Apr 2021

   arXiv Video Code
4. COUPLED

   Data-driven reduced order modeling of environmental hydrodynamics using deep autoencoders and neural ODEs

   Sourav Dutta, Peter Rivera-Casillas, Orie M. Cecil, and 3 more authors

   In Proceedings of the IX International Conference on Computational Methods for Coupled Problems in Science and Engineering (COUPLED PROBLEMS 2021), Jul 2021

   arXiv Code

2019

1. ANM

   On the convergence analysis of a hybrid numerical method for multicomponent transport in porous media

   Prabir Daripa and Sourav Dutta

   Applied Numerical Mathematics, Jul 2019

   DOI arXiv Code

2017

1. JCP

   Modeling and simulation of surfactant–polymer flooding using a new hybrid method

   Prabir Daripa and Sourav Dutta

   Journal of Computational Physics, Jan 2017

   DOI Code

2014

1. SCWRC

   Optimization of a Managed Aquifer Recharge Network

   J. C. Chrispell, Matthew W. Farthing, K. R. Fowler, and 4 more authors

   In 2014 S.C. Water Resources Conference, Oct 2014