Physics Informed Neural Networks (PINNs)

Contents

Physics Informed Neural Networks (PINNs)#

Objectives#

  • Understand how to solve forward ODE and PDE problems using physics-informed neural networks (PINNs).

  • Understand the currently known best practices for training PINNs.

  • Understand the known limitations of PINNs.

  • Understand how to use PINNs to solve parametric problems.

  • Understand how to use PINNs to solve inverse problems.

Contents