Publications

Sourav Dutta, Peter Rivera-Casillas, Brent Styles, Matthew Farthing (2022). Reduced Order Modeling Using Advection-Aware Autoencoders. Mathematical and Computational Applications(MCA).

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

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Sourav Dutta, Matthew Farthing, Emma Perracchione, Gaurav Savant, Mario Putti (2021). A greedy non-intrusive reduced order model for shallow water equations. Journal of Computational Physics(JCP).

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

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

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Prabir Daripa, Sourav Dutta (2019). On the convergence analysis of a hybrid numerical method for multicomponent transport in porous media. Applied Numerical Mathematics(ANM).

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Prabir Daripa, Sourav Dutta (2017). Modeling and simulation of surfactant–polymer flooding using a new hybrid method. Journal of Computational Physics(JCP).

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J.C. Chrispell, Matthew Farthing, K.R. Fowler, Stacy E. Howington, Eleanor Jenkins, Sourav Dutta, Bingbing Ji (2014). Optimization of a Managed Aquifer Recharge Network. In WRC 2014.

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