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

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

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.

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.

Comprehensive knowledge base on crystal growth physics, growth methods, numerical modeling, simulation, software, leading researchers, and references for crystal growth science and engineering.

Manage academic references on macOS with a native Swift literature manager built for speed and a clean workflow

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

Cellular automaton model for dendritic solidification in binary alloys

Runs Thermo-Calc Scheil calculations and calculates existing thermodynamics-based hot cracking model indexes for various alloy.

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

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.

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.