Enforcing physics via Physics Constrained Learning (PCL)! Fast convergence and accurate physics.
See research:
https://arxiv.org/abs/2002.10521
Here is another seminar with a focus on PCL:
https://www.youtube.com/watch?v=0r9qekmZGqk&t=480s
See slides here: https://kailaix.github.io/ADCME.jl/dev/assets/Slide/Inverse.pdf
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6 Training Methods: Physics Constrained Learning | NatokHD