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This repository demonstrates how to run MICRESS simulations using the pyiron workflow management framework, with a benchmark example of early-stage microstructure growth from the liquid state.
This is a PINN based approach in solving high temperature heat transfer equations in manufacturing industries, with a focus on reducing the energy consumption and optimizing the sensor positioning.
Jupyter Notebook for visualization of temperature and solid fraction evolution during 2-D solidification using theory-trained deep neural network (TTN) predictions
OpenFOAM solver for the Allen-Cahn phase field equation coupled with thermal diffusion for simulating solidification phase transformation microstructures