Mission 09 · Physics-Informed ML

Physics-Informed AI

Blend Darcy's Law with neural networks so predictions never violate the physics of groundwater flow.

Field station:

Aquifer Simulation Lab

Estimated time:

85 min

Skills:

Darcy's Law, Physics-informed ML, Neural networks, Hybrid modelling

1. 01When Data Alone Isn't Enough12 min
2. 02Darcy's Law, Revisited15 min
3. 03Fitting a Flexible Model12 min
4. 04Adding a Physics Constraint15 min
5. 05Hybrid Models in Practice12 min
6. 06When Physics-Informed Models Fail12 min