Multiple FEM analyses using open‑source tools

Dear Colleagues,
A few months ago, I was tasked with carrying out several thousand finite element method calculations. To accomplish this, I used a set of well-known open-source tools: Salome Platform, Gmsh, Code_Aster, and ParaView, along with Python in the Spyder environment.

If you’re interested in learning how to run, for instance, 528 simulations in a single automated process for a simple notched specimen with varying geometry (diameter and notch radius), feel free to check out my GitHub repository: GitHub - ennamepro/fem_mcip: Multiple FEM analyses using open‑source tools · GitHub.

If you have any questions, please don’t hesitate to contact me.

Best regards,
MJB

Dear Colleagues,
What can be done with approximately 9,111,300 (more than nine million) data points following a FEM calculation? How should one verify and evaluate them?
Machine Learning (ML) tools are exceptionally versatile for this purpose. Another project on GitHub - https://github.com/ennamepro/elasf_fc - demonstrates how to prepare data FEM (stress state triaxiality) for verification and evaluation.
If you have any questions, feel free to get in touch.
Regards,
MJB