Thermal-Fluid Dynamics Solver for Advanced Manufacturing Applications

An Open-Source Framework for Advanced Phase-Field Simulations

Phase field model for binary solidification using Kim-Kim-Suzuki interface description

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.

OpenFOAM solver for the Allen-Cahn phase field equation coupled with thermal diffusion for simulating solidification phase transformation microstructures

Jupyter Notebook for visualization of temperature and solid fraction evolution during 2-D solidification using theory-trained deep neural network (TTN) predictions

Simulation code for modelling molten solidification

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.

2D transient CFD simulation of water solidification in a square cavity using ANSYS Fluent. Includes temperature and liquid fraction contours, animations, and mesh visualization.

A Wolfram Mathematica image processing code for analyzing meso-scale solidification processes.

MICRESS-EarlyStageGrowth is a Workflow Active Node (WaNo) designed for the SimStack workflow management system. It provides an efficient and user-friendly way to simulate the early-stage growth of materials from a liquid state using MICRESS, a powerful microstructure simulation software.

1D finite-difference numerical simulation of steel ingot solidification with phase change, latent heat release, and lattice defect energy effects. Implements apparent heat capacity method following Radovic & Lalovic (2005) for 165XCrMoW high-alloy tool steel.

This repository provides an exemplary workflow for the SimStack workflow management system, demonstrating how to combine multiple Workflow Active Nodes (WaNos) for a streamlined and powerful simulation and visualization pipeline using MICRESS and MicPy.

Python script that calculates the time required for the Lunar Magma Ocean to solidify as a function of varying degrees of impact bombardment

Open-source CALPHAD-based alloy printability screening for additive manufacturing. Scheil solidification, hot-cracking criteria, and composition sensitivity analysis.

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).