2 papers
eess.SY2026
Towards an FMI Layered Standard for DAE: Applications for Simulation and Optimization
Elmir Nahodovic, Andreas Heuermann, Joel A. E. Andersson +8
The Functional Mock-up Interface (FMI) 3.0 standard for Model Exchange is restricted to hybrid ordinary differential equations, requiring any internal algebraic equations to be sol…
cs.LG2025
Efficient Training of Physics-enhanced Neural ODEs via Direct Collocation and Nonlinear Programming
Linus Langenkamp, Philip Hannebohm, Bernhard Bachmann
We propose a novel approach for training Physics-enhanced Neural ODEs (PeN-ODEs) by expressing the training process as a dynamic optimization problem. The full model, including neu…