260 citations · 1.1k across the 23 of their papers we have counts for
23 papers
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…
DRT-based modelling framework for Li-ion cells
Pietro Iurilli, Claudio Brivio, Rafael E. Carrillo +1
The correct assessment of battery states is essential to maximize battery pack performances while ensuring reliable and safe operation. This work introduces EIS2MOD, a novel modell…
Smart sensors network for accurate indirect heat accounting in apartment buildings
Yves Stauffer, Fabio Saba, Rafael E. Carrillo +3
A new method for accurate indirect heat accounting in apartment buildings has been recently developed by the Centre Suisse d'Electronique et de Microtechnique (CSEM). It is based o…
Spatio-temporal graph neural networks for multi-site PV power forecasting
Jelena Simeunović, Baptiste Schubnel, Pierre-Jean Alet +1
Accurate forecasting of solar power generation with fine temporal and spatial resolution is vital for the operation of the power grid. However, state-of-the-art approaches that com…
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…