Landmark College

Predicting and optimizing energy efficiency in buildings: a multi-output machine learning framework with explainability and constrained optimization

Purpose Nine multi-output regression models were compared for simultaneous HL and CL prediction, supplemented by domain-informed feature engineering, SHapley Additive exPlanations (SHAP explainability), robustness testing and a calibrated physics baseline comparison. The best-per...