leopoldoagorio / solid-mechanics-ML

This repository contains code for a project that trains a neural network to solve solid mechanics problems faster than the traditional finite element method. It includes a pipeline for generating a database of FEM solutions and experiments comparing the neural network model to the FEM.
MIT License
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Are we going to do a profiling/time report? #31

Closed leopoldoagorio closed 1 year ago

leopoldoagorio commented 1 year ago

We had discussed this but i don't remember if we reached a veredict

bbazzano commented 1 year ago

I'd say yes for the bi-material model. A minimal proposal could be:

With those bits of information, we can determine how many predictions have to be made until the MLP route starts to be faster than Onsas FEA. And in the long run view, how much faster MLP is at predicting than Onsas FEA.

Let me know your thoughts!

leopoldoagorio commented 1 year ago

This goes to future work de facto