Steel Buckling ML Predictor with 3D Visualization
Félix Ruiz M.
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Posted Jul 28, 2025
Industrial ML app predicting steel buckling with 98% accuracy. 3D visualization, multi-profile support, PDF reports. Desktop software for engineers.
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Jul 31, 2023 - Dec 13, 2023
Advanced desktop application for predicting buckling behavior in steel structural elements using Machine Learning. Developed for structural engineers, architects, and construction professionals requiring rapid buckling analysis without complex finite element analysis.
🔹 Exceptional Accuracy: R² = 0.98 with CatBoost algorithm 🔹 Professional Software: Complete PyQt5 desktop application 🔹 3D Visualization: Interactive buckling simulation with PyVista 🔹 Multi-Profile Support: IPE, HEB, UPN, tubular sections 🔹 Industrial Application: Real-world engineering software solution
Technical Excellence:
Advanced 3D interactive visualization of buckling phenomena
Professional PDF report generation and image export
Multiple structural profile types with geometric calculations
Physics-based model validation using Euler buckling theory
Comprehensive metrics: RMSE 0.015, MAE 0.011, 96% classification accuracy
Industry Impact: Replaces complex finite element analysis with rapid ML predictions, reducing analysis time from hours to seconds while maintaining engineering accuracy.
Professional Value: Production-ready software for structural engineering firms, demonstrating ability to deliver complete industrial solutions.