Work

A model-constrained discontinuous Galerkin Network (DGNet) for compressible Euler equations with out-of-distribution generalization

Year: 2025

Type: article

Source: Computer Methods in Applied Mechanics and Engineering

DOI: 10.1016/j.cma.2025.117912

Authors: Hai Van Nguyen, Jau-Uei Chen, Tan Bui-Thanh

Institution: The University of Texas at Austin

Language: English

Topic: Model Reduction and Neural Networks

Subfield: Statistical and Nonlinear Physics

Field: Physics and Astronomy

Domain: Physical Sciences

Open Access status: bronze

Funders: National Science Foundation, U.S. Department of Energy, University of Texas at Austin

Awards: Unified Framework for the Study of Alfven Wave Resonances, Magnetic Reconnection and Kelvin-Helmholtz Instabilities, CAREER: Scalable Approaches for Large-Scale Data-driven Bayesian Inverse Problems in High Dimensional Parameter Spaces, OAC Core: Toward a Rigorous and Reliable Scientific Deep Learning Framework for Forward, Inverse, and UQ Problems, CDS&E: Collaborative Research: Strategies for Managing Data in Uncertainty Quantification at Extreme Scales, MUSIKAL: MULTIPHYSICS SIMULATIONS AND KNOWLEDGE DISCOVERY THROUGH AI/ML TECHNOLOGIES, TOKAMAK DISRUPTION SIMULATION

OpenAlex ID: W4408977942

FWCI: 0.429

Cites: 95

Cited by: 1

Related to: 10