260 citations · 296 across the 6 of their papers we have counts for
4 papers · 1 filter
Risk-aware Scheduling and Dispatch of Flexibility Events in Buildings
Paul Scharnhorst, Baptiste Schubnel, Rafael E. Carrillo +2
Residential and commercial buildings, equipped with systems such as heat pumps (HPs), hot water tanks, or stationary energy storage, have a large potential to offer their consumpti…
Uncertainty-aware Flexibility Envelope Prediction in Buildings with Controller-agnostic Battery Models
Paul Scharnhorst, Baptiste Schubnel, Rafael E. Carrillo +2
Buildings are a promising source of flexibility for the application of demand response. In this work, we introduce a novel battery model formulation to capture the state evolution…
State space models for building control: how deep should you go?
Baptiste Schubnel, Rafael E. Carrillo, Paolo Taddeo +4
Power consumption in buildings show non-linear behaviors that linear models cannot capture whereas recurrent neural networks (RNNs) can. This ability makes RNNs attractive alternat…
A hybrid learning method for system identification and optimal control
Baptiste Schubnel, Rafael E. Carrillo, Pierre-Jean Alet +1
We present a three-step method to perform system identification and optimal control of non-linear systems. Our approach is mainly data driven and does not require active excitation…