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PINN Baseline PDE

Open 2ailesB opened this issue 1 year ago • 2 comments

Hi, I downloaded the dataset for the 1D Navier-Stokes Compressible Equation., and I have several questions about the PINN PDE that is implemented in pinn .

  • Why is the loss not corresponding to the equation provided in Appendix D5 ? Several terms are missing in the code, is there an explanation for that ? (In particular for the case where eta and zeta are 1e-1, these terms may have some influence ?).
  • What is the value of the viscous stress tensor ? How to fins the missing config to implement the complete PINN ?
  • I have noticed that there was a - before the pressure term in the second equation in the code, shouldn't it be a + ?

Thanks a lot for your help!

2ailesB avatar Jan 16 '24 17:01 2ailesB

I have the same issue. It seems the implementation does not follow the equations from the paper, especially (16b). Maybe there is something that I am missing too. Could you provide an explanation for what has been implemented in pdebench/models/pinn/pde_definitions.py in the function pde_CFD1d ?

LouisSerrano avatar Feb 14 '24 09:02 LouisSerrano

have the same issue here

lin01109 avatar Jun 03 '24 09:06 lin01109