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Fourier neural operator with learned deformations for pdes on general geometries
Deep learning surrogate models have shown promise in solving partial differential
equations (PDEs). Among them, the Fourier neural operator (FNO) achieves good accuracy …
equations (PDEs). Among them, the Fourier neural operator (FNO) achieves good accuracy …
Iterated Kalman methodology for inverse problems
This paper is focused on the optimization approach to the solution of inverse problems. We
introduce a stochastic dynamical system in which the parameter-to-data map is embedded …
introduce a stochastic dynamical system in which the parameter-to-data map is embedded …
[HTML][HTML] Accelerating high order discontinuous Galerkin solvers using neural networks: 1D Burgers' equation
FM de Lara, E Ferrer - Computers & Fluids, 2022 - Elsevier
High order discontinuous Galerkin methods allow accurate solutions through the use of high
order polynomials inside each mesh element. Increasing the polynomial order leads to high …
order polynomials inside each mesh element. Increasing the polynomial order leads to high …
Modeling fluid–structure interaction with the edge-based smoothed finite element method
T He - Journal of Computational Physics, 2022 - Elsevier
We address in this work the numerical modeling of fluid–structure interaction (FSI) with the
edge-based smoothed finite element method (ESFEM). We prove that the smoothed …
edge-based smoothed finite element method (ESFEM). We prove that the smoothed …
A truly mesh‐distortion‐enabled implementation of cell‐based smoothed finite element method for incompressible fluid flows with fixed and moving boundaries
T He - International Journal for Numerical Methods in …, 2020 - Wiley Online Library
Mesh‐free properties are part of the superiority of cell‐based smoothed finite element
method (CS‐FEM), but have yet to be fully exploited for computational fluid dynamics. A …
method (CS‐FEM), but have yet to be fully exploited for computational fluid dynamics. A …
Stabilization of a smoothed finite element semi-implicit coupling scheme for viscoelastic fluid–structure interaction
T He - Journal of Non-Newtonian Fluid Mechanics, 2021 - Elsevier
We propose in this work a stabilization approach for semi-implicit coupling of viscoelastic
fluid–structure interaction (VFSI) using the cell-based smoothed finite element method (CS …
fluid–structure interaction (VFSI) using the cell-based smoothed finite element method (CS …
Bayesian calibration for large‐scale fluid structure interaction problems under embedded/immersed boundary framework
Bayesian calibration is widely used for inverse analysis and uncertainty analysis for complex
systems in the presence of both computer models and observation data. In the present work …
systems in the presence of both computer models and observation data. In the present work …
[PDF][PDF] Unscented kalman inversion
A useful approach to solve inverse problems is to pair the parameter-to-data map with a
stochastic dynamical system for the parameter, and then employ techniques from filtering to …
stochastic dynamical system for the parameter, and then employ techniques from filtering to …
Asynchronous task based Eulerian-Lagrangian parallel solver for combustion applications
A Thari, M Staufer, GJ Page - Journal of Computational Physics, 2022 - Elsevier
Multiphysics applications often require the use of intimately coupled solvers. The application
studied here makes use of an Eulerian solver to model fluid flow and combustion and a …
studied here makes use of an Eulerian solver to model fluid flow and combustion and a …
Robust and efficient methods in transient whole-core neutron transport calculations
Q Shen - 2021 - deepblue.lib.umich.edu
Modeling the time-dependent transient behavior of nuclear reactors with high-fidelity pin-
resolved detail has increased importance when the operating power of the reactor is …
resolved detail has increased importance when the operating power of the reactor is …