2 papers
physics.comp-ph2025
Hyperparameter Optimization in the Estimation of PDE and Delay-PDE models from data
Oliver Mai, Tim W. Kroll, Uwe Thiele +1
We propose an improved method for estimating partial differential equations and delay partial differential equations from data, using Bayesian optimization and the Bayesian informa…
physics.data-an2025
Sparse identification of evolution equations via Bayesian model selection
Tim W. Kroll, Oliver Kamps
The quantitative formulation of evolution equations is the backbone for prediction, control, and understanding of dynamical systems across diverse scientific fields. Besides derivi…