Cost-Informed Learning for Aggregating Building HVAC Flexibility
This research creates a cost-informed learning framework to aggregate building HVAC flexibility. It jointly learns parameters for a physical storage surrogate and an objective function based on downstream utilization costs. This addresses existing methods that ignore dispatch costs by ensuring the aggregated flexibility preserves the most valuable capacity for reducing operational energy expenses.