Tanner O. C.

A DATA-DRIVEN FRAMEWORK FOR LEAN PRODUCTION OPTIMIZATION IN SAP-INTEGRATED MANUFACTURING SYSTEMS

The proposed Gradient Boosting model substantially outperformed these baseline algorithms, achieving 99.99% accuracy, precision, recall, and F1-score and demonstrates the potential of ensemble learning to identify complex manufacturing patterns and support scalable, accurate, and real-time lean production optimization...