Inverse Dirichlet weighting enables reliable training of physics informed neural networks. Machine learning: science and technology, (3)1IOP Publishing Ltd., Feb 15, 2022. [PUMA: topic_lifescience ALGORITHM FIS_scads active catastrophic flow forgetting, gradient modeling, multi-objective multi-scale networks, neural physics-informed regularization, training, turbulence,]
Adaptive weighting of Bayesian physics informed neural networks for multitask and multiscale forward and inverse problems. Journal of computational physics, (491)Academic Press Inc., Oct 15, 2023. [PUMA: topic_lifescience Adaptive Artificial Bayesian Carlo, FIS_scads Hamiltonian Intelligence, Monte Multi-objective Quantification Uncertainty learning, networks, neural physics-informed training, weight]