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Constrained Hamiltonian systems and physics-informed neural networks: Hamilton-Dirac neural networks

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The effectiveness of physics-informed neural networks (PINNs) for learning the dynamics of constrained Hamiltonian systems is demonstrated using the Dirac theory of constraints for regular systems with holonomic constraints and systems with nonstandard Lagrang... ...