Multi-fidelity Bayesian neural networks: Algorithms and applications - Meng, Xuhui; Babaee, Hessam; Karniadakis, George Em (Journal of computational physics, 2021)
Keywords: Accuracy; Active learning; Algorithms; Bayesian analysis; Computational physics; Cross correlation; Diffusion rate; Hamiltonian Monte Carlo; Inverse problems; Lower bounds; Neural networks; Nonlinear correlation; Parameter identification; Partial differential equations; Physics-informed neural networks; Satellite data; Satellite imagery; Sea surface temperature; Uncertainty; Uncertainty quantification; Uncertainty quantification; Nonlinear correlation; Hamiltonian Monte Carlo; Satellite data; Active learning; Physics-informed neural networks