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ph-pinn

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Behnam2553 / port-Hamiltonian-PINN-and-HR-neuron

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Based on my master's thesis on synchronization of two coupled 5D Hindmarsh-Rose neurons. Using port-Hamiltonian Physics Informed Neural Network (pH-PINN) to predict Hamiltonian energy of synchronization dynamics of coupled neurons based on trajectory data. We employed analytical solution on Hamiltonian energy to validate the pH-PINN results.

synchronization spiking-neural-networks pinn neuromorphic-computing port-hamiltonian-systems physics-informed-neural-networks hindmarsh-rose-neural-model ph-pinn
  • Updated May 23, 2026
  • Python

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