TY - JOUR
T1 - Degradation-aware data-enabled predictive control of energy hubs
AU - Behrunani, V.
AU - Zagorowska, M.
AU - Badyn, M. Hudoba de
AU - Ricca, F.
AU - Heer, Philipp
AU - Lygeros, John
PY - 2023
Y1 - 2023
N2 - Mitigating the energy use in buildings, together with satisfaction of comfort requirements are the main objectives of efficient building control systems. Augmenting building energy systems with batteries can improve the energy use of a building, while posing the challenge of considering battery degradation during control operation. We demonstrate the performance of a data-enabled predictive control (DeePC) approach applied to a single multizone building and an energy hub comprising an electric heat pump and a battery. In a comparison with a standard rule-based controller, results demonstrate that the performance of DeePC is superior in terms of satisfaction of comfort constraints without increasing grid power consumption. Moreover, DeePC achieved two-fold decrease in battery degradation over one year, as compared to a rule-based controller.
AB - Mitigating the energy use in buildings, together with satisfaction of comfort requirements are the main objectives of efficient building control systems. Augmenting building energy systems with batteries can improve the energy use of a building, while posing the challenge of considering battery degradation during control operation. We demonstrate the performance of a data-enabled predictive control (DeePC) approach applied to a single multizone building and an energy hub comprising an electric heat pump and a battery. In a comparison with a standard rule-based controller, results demonstrate that the performance of DeePC is superior in terms of satisfaction of comfort constraints without increasing grid power consumption. Moreover, DeePC achieved two-fold decrease in battery degradation over one year, as compared to a rule-based controller.
UR - http://www.scopus.com/inward/record.url?scp=85180158129&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/2600/7/072006
DO - 10.1088/1742-6596/2600/7/072006
M3 - Conference article
SN - 1742-6588
VL - 2600
SP - 072006
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 7
M1 - 072006
ER -