... and feature selection, to enhance model robustness. Design/methodology/approach The proposed two-stage hybrid machine learning framework, DBSCAN-RFE-XGBoost, integrates time-series data from historical wind energy generation. In the first stage, an automated density-based spatial clustering ( DBSCAN...