Simple Digital Twin example in materials science
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Updated
Sep 16, 2025 - Python
Simple Digital Twin example in materials science
The transient 1D heat conduction is solved for heating and cooling of a steel slab during heat treatment.
Thermo-metallurgical FEM (Abaqus) predicting phase transformation in a quenched S5140 steel gear - JMAK + Koistinen-Marburger kinetics, parametric cooling-rate study. IIT Madras.
Metallurgical Engineer's Handbook
Heat-treatment process recommendation workbench for ADI, steel austempering, and martempering.
An open source temperature controller for high temperature electric ovens & kilns
An AI-powered Forge Heat Calculator for blacksmiths, metalworkers, and industrial forging factories. Built with PHP, HTML, CSS, and JavaScript, this WordPress-ready tool estimates forging temperatures, heating times, quench risks, and energy usage.
Interactive heat treatment simulator for predicting alloy phase transformation and hardness using Python, JavaScript, and CCT-based modeling.
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