AI RESEARCH
Identifying the nonlinear string dynamics with port-Hamiltonian neural networks
arXiv CS.LG
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ArXi:2605.12785v1 Announce Type: new Hybrid machine learning combines physical knowledge with data-driven models to enhance interpretability and performance. In this context, Port-Hamiltonian Systems (PHS), which generalize Hamiltonian mechanics to describe open, non-autonomous dynamical systems, have been successfully integrated with neural networks under the name Port-Hamiltonian Neural Networks (PHNNs