Adds a basic training loop for training PINNs with a dummy example.
The dummy example simulates a 1DOF Duffing oscillator to create a dataset. Then it defines an MLP with 3 layers that takes the flattened times series as input. The task is to perform a regression from the forcing to the state-space.
Solves issue #1:
Adds a basic training loop for training PINNs with a dummy example.
The dummy example simulates a 1DOF Duffing oscillator to create a dataset. Then it defines an MLP with 3 layers that takes the flattened times series as input. The task is to perform a regression from the forcing to the state-space.