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Evaluate stokes example #331

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dgm2 opened this issue Sep 2, 2024 · 1 comment
Open

Evaluate stokes example #331

dgm2 opened this issue Sep 2, 2024 · 1 comment
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help wanted Extra attention is needed question Further information is requested

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@dgm2
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dgm2 commented Sep 2, 2024

Hello

is it possible to add the true_solution in the stokes problem?
and would it be possible to visualise the residual in 2d? Similarly to poisson?
or else, what visualisation do you suggest for evaluation ?

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@dgm2 dgm2 added the help wanted Extra attention is needed label Sep 2, 2024
@AleDinve
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AleDinve commented Sep 3, 2024

Hi @dgm2 ,
It is not possible to state the analytical true solution of the stokes problem but for few cases documented in literature.
You could by the way compare the results arising from PINN solvers with a reference one, obtained via traditional numerical methods (you can easily find some Python code on GitHub for those).
I would then suggest for evaluation to visualize the magnitude of u (namely, the l2 norm of u) for the prediction, for the reference solution, and then the error between the two. Then you can do the same for p.
Hope it can help a bit!

@dario-coscia dario-coscia added the question Further information is requested label Sep 12, 2024
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