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10/11/2022
A composable machine-learning approach for steady-state simulations on high-resolution grids
In this paper we show that our Machine Learning (ML) approach, CoMLSim (...
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10/07/2021
A composable autoencoder-based iterative algorithm for accelerating numerical simulations
Numerical simulations for engineering applications solve partial differe...
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04/06/2021
A Latent space solver for PDE generalization
In this work we propose a hybrid solver to solve partial differential eq...
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03/02/2021
Sustaining Research Software via Research Software Engineers and Professional Associations
Research software is a class of software developed to support research. ...
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05/17/2020
DiscretizationNet: A Machine-Learning based solver for Navier-Stokes Equations using Finite Volume Discretization
Over the last few decades, existing Partial Differential Equation (PDE) ...
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05/06/2020