Stochastic Port-Hamiltonian Neural Networks: Universal Approximation with Passivity Guarantees

Luca Di Persio, Matthias Ehrhardt, Youness Outaleb

Stochastic port-Hamiltonian systems represent open dynamical systems with dissipation, inputs, and stochastic forcing in an energy based form. We introduce stochastic port-Hamilton…