diff-physics-seminar

Seminar Write-up on Differentiable Physics

Project work for the Master-Seminar - Deep Learning in Physics (IN2107, IN0014) course at TUM in the 2022 Summer semester.

The seminar paper gives an overview of Learning to Control PDEs with Differentiable Physics.

Compiled versions:

• Short Paper
• Presentation (pdf, no videos)
• Presentation (Online PowerPoint, with videos)

Presentation

The slides of the corresponding (originally 25 minutes) presentation gives a broader overview of the topic:

• Differentiable Physics
  • Motivation
  • Forward Physics
  • Differentiable (“backwards”) Physics
  • Examples
• Partial Differential Equations (PDEs)
• Method and Results of the Paper
• Other Examples and Outlook
  • Enhancing Simulations with Neural Networks (NNs)
  • Inductive Physical Bias

As the presentation contains videos, it is also available as an online PowerPoint. (see above)