Solving boundary value problems for wave PDE with quasi-classical variational formulation and neural network

We obtain a quasi-classical variational formulation of boundary value problemfor wave PDE and demonstrate that obtained variational functional may be usedas a loss functional to train a neural network, approximating the solution to theboundary value problem.