2 papers
math-ph2025
Port-Hamiltonian Neural Networks: From Theory to Simulation of Interconnected Stochastic Systems
Luca Di Persio, Matthias Ehrhardt, Youness Outaleb +1
This work introduces a new framework integrating port-Hamiltonian systems (PHS) and neural network architectures. This framework bridges the gap between deterministic and stochasti…
math.DS2024
Integrating Port-Hamiltonian Systems with Neural Networks: From Deterministic to Stochastic Frameworks
Luca Di Persio, Matthias Ehrhardt, Sofia Rizzotto
This article presents an innovative approach to integrating port-Hamiltonian systems with neural network architectures, transitioning from deterministic to stochastic models. The s…