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Pontryagin maximum principle based neural ODE net for handling optimal control problem

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Neural Pontryagin maximum principle (NeuralPMP)

Pontryagin maximum principle-based learning framework for optimal control problems with variational auto-encoder-like network architecture.

  • Cartpole:
Untrained NeuralPMP

  • Mountain car:
Untrained NeuralPMP

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Pontryagin maximum principle based neural ODE net for handling optimal control problem

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  • Jupyter Notebook 79.6%
  • Python 20.4%