publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. ON
    Preview of Operator Learning for Surrogate Modeling of Wave-Induced Forces from Sea Surface Waves
    Operator Learning for Surrogate Modeling of Wave-Induced Forces from Sea Surface Waves
    Shukai Cai, Sourav Dutta, Mark Loveland, and 4 more authors
    2026
    arXiv
  2. JCP
    Preview of Learning the Exact Flux: Neural Riemann Solvers with Hard Constraints
    Learning the Exact Flux: Neural Riemann Solvers with Hard Constraints
    Yucheng Zhang, Chayanon Wichitrnithed, Shukai Cai, and 3 more authors
    2026
    arXiv
  3. JGRML
    Preview of A Neural Operator Emulator for Coastal and Riverine Shallow Water Dynamics
    A Neural Operator Emulator for Coastal and Riverine Shallow Water Dynamics
    Peter Rivera-Casillas, Sourav Dutta, Shukai Cai, and 7 more authors
    Journal of Geophysical Research: Machine Learning and Computation, May 2026
    DOI Code

2025

  1. ESD
    Examination of analytical shear stress predictions for coastal dune evolution
    Cecil Orie, Nicholas Cohn, Matthew Farthing, and 2 more authors
    Earth Surface Dynamics, Jan 2025
    DOI

2024

  1. ERDC
    Preview of Data-driven modeling of groundwater level using machine learning
    Data-driven modeling of groundwater level using machine learning
    Sourav Dutta, Anna M Wagner, Theadora K Hall, and 1 more author
    May 2024
    DOI

2023

  1. FW
    Preview of Super-resolution and uncertainty estimation from sparse sensors of dynamical physical systems
    Super-resolution and uncertainty estimation from sparse sensors of dynamical physical systems
    Adam M. Collins, Peter Rivera-Casillas, Sourav Dutta, and 3 more authors
    Frontiers in Water, 2023
    DOI Code

2022

  1. MCA
    Preview of Reduced Order Modeling Using Advection-Aware Autoencoders
    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
    Preview of A greedy non-intrusive reduced order model for shallow water equations
    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
    Preview of pyNIROM—A suite of python modules for non-intrusive reduced order modeling of time-dependent problems
    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
    Preview of Modeling and simulation of surfactant–polymer flooding using a new hybrid method
    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