Online Energy Management Framework for Smart Buildings With Low-Complexity Estimators

被引:2
|
作者
Watari, Daichi [1 ]
Marantos, Charalampos [2 ]
Taniguchi, Ittetsu [1 ]
Catthoor, Francky [3 ,4 ]
Siozios, Kostas [5 ]
Soudris, Dimitrios
Onoye, Takao [1 ]
机构
[1] Osaka Univ, Grad Sch Informat Sci & Technol, Suita 5650871, Japan
[2] Natl Tech Univ Athens, Sch ECE, Athens 15780, Greece
[3] IMEC, B-3001 Leuven, Belgium
[4] Katholieke Univ Leuven, Dept Elect Engn ESAT, B-3000 Leuven, Belgium
[5] Aristotle Univ Thessaloniki, Dept Phys, Thessaloniki, Greece
关键词
HVAC; Buildings; Thermal loading; Load modeling; Energy management; Costs; Batteries; Battery; electrical load estimation; energy management system (EMS); heating; ventilation; and air conditioning (HVAC); low complexity; thermal comfort; HVAC;
D O I
10.1109/LES.2023.3275276
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This letter proposes an online energy management framework for smart buildings. Two low-complexity estimators for thermal comfort and electrical load are investigated and integrated into an optimization framework. The proposed framework optimizes operations of a battery system and multiple heating, ventilation, and air conditioning (HVAC) systems to minimize energy consumption and power peak while maximizing occupants' thermal comfort. The effectiveness of the proposed framework is demonstrated using data measured in actual campus buildings in terms of system costs, thermal comfort, and computational complexity. The results show that the proposed framework can reduce electricity costs by 5.7% compared to the baseline.
引用
收藏
页码:138 / 141
页数:4
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