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1. Alloy-Mass-Calculator Alloy-Mass-Calculator Public

   A Python script to calculate elemental mass from a JSON database with robust error handling.

   Jupyter Notebook

2. Smart-Pressure-Flange-Generator Smart-Pressure-Flange-Generator Public

   An end-to-end generative design pipeline that integrates mathematical optimization with automated CAD modeling. Features structural stress reduction via parametric fillets, assembly-ready chamfers,…

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3. Steel-Anisotropy-Digital-Twin Steel-Anisotropy-Digital-Twin Public

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4. SelfSize-Gear SelfSize-Gear Public

   A physics-informed digital twin pipeline that leverages a TensorFlow neural network constrained by mechanical stress equations to procedurally automate 3D parametric CAD gear generation in Autodesk…

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5. Drill-Bit-Optimizer Drill-Bit-Optimizer Public

   A Physics-Informed Neural Network (PINN) that integrates metallurgical and mineralogical constraints to dynamically drive a parametric 3D CAD engine (CadQuery/OpenCASCADE) for optimized industrial …

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6. Ladle-Refractory-Predictor Ladle-Refractory-Predictor Public

   A thermodynamic-kinetic decision support system for predicting ladle refractory wear in steelmaking. Built to resolve linear time-tracking blind spots and thermal masking from shell dust.

   Python