Constraint-Aware Neural Networks for Riemann Problems

Constraint-Aware Neural Networks for Riemann Problems

29 April 2019

ArXiv (abs)PDF HTML

Papers citing "Constraint-Aware Neural Networks for Riemann Problems"

12 / 12 papers shown

Title
Neural network-based Godunov corrections for approximate Riemann solvers using bi-fidelity learning Akshay Thakur Matthew J. Zahr 66 0 0 17 Mar 2025
GoRINNs: Godunov-Riemann Informed Neural Networks for Learning Hyperbolic Conservation Laws Dimitrios G. Patsatzis Mario di Bernardo L. Russo Constantinos Siettos AI4CE 50 2 0 29 Oct 2024
Addressing Discontinuous Root-Finding for Subsequent Differentiability in Machine Learning, Inverse Problems, and Control Dan Johnson Ronald Fedkiw AI4CE 51 3 0 21 Jun 2023
A comparison of PINN approaches for drift-diffusion equations on metric graphs J. Blechschmidt Jan-Frederik Pietschman Tom-Christian Riemer Martin Stoll M. Winkler 61 2 0 15 May 2022
Physics-informed neural networks for inverse problems in supersonic flows Ameya Dilip Jagtap Zhiping Mao Nikolaus Adams George Karniadakis PINN 51 225 0 23 Feb 2022
Solution of Physics-based Bayesian Inverse Problems with Deep Generative Priors Dhruv V. Patel Deep Ray Assad A. Oberai AI4CE 72 42 0 06 Jul 2021
A Survey of Constrained Gaussian Process Regression: Approaches and Implementation Challenges L. Swiler Mamikon A. Gulian A. Frankel Cosmin Safta J. Jakeman GP AI4CE 110 106 0 16 Jun 2020
Structure-preserving neural networks Quercus Hernandez Alberto Badías D. González Francisco Chinesta Elías Cueto PINN 129 71 0 09 Apr 2020
Tensor Basis Gaussian Process Models of Hyperelastic Materials A. Frankel Reese E. Jones L. Swiler 76 43 0 23 Dec 2019
Enforcing Deterministic Constraints on Generative Adversarial Networks for Emulating Physical Systems Zeng Yang Jin-Long Wu Heng Xiao AI4CE 71 17 0 15 Nov 2019
Bilevel Optimization, Deep Learning and Fractional Laplacian Regularization with Applications in Tomography Harbir Antil Z. Di R. Khatri 58 50 0 22 Jul 2019
Learning to Discretize: Solving 1D Scalar Conservation Laws via Deep Reinforcement Learning Yufei Wang Ziju Shen Zichao Long Bin Dong AI4CE PINN 77 40 0 27 May 2019