PINN Training using Biobjective Optimization: The Trade-off between Data Loss and Residual Loss

3 February 2023

Papers citing "PINN Training using Biobjective Optimization: The Trade-off between Data Loss and Residual Loss"

3 / 3 papers shown

Title
PINNverse: Accurate parameter estimation in differential equations from noisy data with constrained physics-informed neural networks Marius Almanstötter Roman Vetter Dagmar Iber PINN 29 1 0 07 Apr 2025
Meta-learning PINN loss functions Apostolos F. Psaros Kenji Kawaguchi George Karniadakis PINN 35 96 0 12 Jul 2021
B-PINNs: Bayesian Physics-Informed Neural Networks for Forward and Inverse PDE Problems with Noisy Data Liu Yang Xuhui Meng George Karniadakis PINN 170 756 0 13 Mar 2020