An Open-Source Framework for Advanced Phase-Field Simulations
Jupyter Notebook for visualization of temperature and solid fraction evolution during 2-D solidification using theory-trained deep neural network (TTN) predictions
Casting solidification GNN pipeline: STEP to healed CAD, Gmsh mesh, predicted solidification time, hot spots and shrinkage screening. The model is on Hugging Face (eugenmik/castsolid-gnn), Apache-2.0.
Python script that calculates the time required for the Lunar Magma Ocean to solidify as a function of varying degrees of impact bombardment
Runs Thermo-Calc Scheil calculations and calculates existing thermodynamics-based hot cracking model indexes for various alloy.
COMSOL multiphysics simulation of LPBF melt pool physics on Inconel 718, 2D coupled Marangoni convection, heat transfer, and thermo-mechanical stress; 3D single-track keyhole detection (3,452 K peak); Clausius-Clapeyron recoil pressure model; Random Forest ML surrogate (R2=0.977, 12M× speedup over COMSOL).
To associate your repository with the solidification topic, visit your repo's landing page and select "manage topics."