GeoHNN combines SPD-constrained inertia matrices with a biorthogonal autoencoder to learn reduced Hamiltonian dynamics, reporting lower energy drift and trajectory error on oscillator, pendulum, two-body, and cloth systems.
Autoencoders, 2021
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GeoHNNs: Geometric Hamiltonian Neural Networks
GeoHNN combines SPD-constrained inertia matrices with a biorthogonal autoencoder to learn reduced Hamiltonian dynamics, reporting lower energy drift and trajectory error on oscillator, pendulum, two-body, and cloth systems.