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Simplifying AI-Based AHU Forecasting for Sustainable Building Operation: Do Seasonal and Engineered Features Improve Prediction Accuracy?

Feature engineering has become a common step in AI-based HVAC forecasting, often involving variables calculated from raw building management system (BMS) measurements, such as temperature differences, setpoint tracking deviations, airflow balance indicators, rolling statistics, and temporal or seasonal descriptors. Acc...