2 papers
eess.SY2025
Decision-Focused Learning for Neural Network-Constrained HVAC Scheduling
Pietro Favaro, Jean-François Toubeau, François Vallée +1
Heating, Ventilation, and Air Conditioning (HVAC) is a major electricity end-use with a substantial potential for providing grid services, such as demand response. Harnessing this…
eess.SY2025
Decision-Focused Learning for Complex System Identification: HVAC Management System Application
Pietro Favaro, Jean-François Toubeau, François Vallée +1
As opposed to conventional training methods tailored to minimize a given statistical metric or task-agnostic loss (e.g., mean squared error), Decision-Focused Learning (DFL) trains…