A numerical approach for soil microbiota growth prediction through physics-informed neural network

S Cuomo, M De Rosa, F Piccialli, L Pompameo… - Applied Numerical …, 2025 - Elsevier
In recent years, there has been a growing interest in leveraging Scientific Machine Learning
(SciML) techniques to address challenges in solving Partial Differential Equations (PDEs) …

Online learning in bifurcating dynamic systems via SINDy and Kalman filtering

L Rosafalco, P Conti, A Manzoni, S Mariani… - arxiv preprint arxiv …, 2024 - arxiv.org
We propose the use of the Extended Kalman Filter (EKF) for online data assimilation and
update of a dynamic model, preliminary identified through the Sparse Identification of …