burgers_mol_vs_pinn.md #984
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Brief description of the tutorial
vinay31568
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@ChrisRackauckas I have tried to create a tutorial comparing the results of a PINN with a numerical solver, but the build is failing , could I get some advice on fixing this? |
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Trusting PINNs: Validating a Neural Solver against a standard numerical solver
I want to add a new tutorial , through this PR that validates a PINN solver's results against a ground truth generated by using a traditional numerical solver in the MethodOfLines.jl library for the 1D Viscous Burgers' equation. As discussed in Issue #982, this tutorial could possibly serve the purpose of explicitly comparing scientific machine learning (SciML) approaches with classical numerical solvers.