no code implementations • 24 May 2023 • Harsh Sharma, Hongliang Mu, Patrick Buchfink, Rudy Geelen, Silke Glas, Boris Kramer
This work presents two novel approaches for the symplectic model reduction of high-dimensional Hamiltonian systems using data-driven quadratic manifolds.
no code implementations • 10 Dec 2021 • Raphael Leiteritz, Patrick Buchfink, Bernard Haasdonk, Dirk Pflüger
Neural networks can be used as surrogates for PDE models.