Steel Buckling ML Predictor with 3D Visualization

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

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.