A day-ahead planning for multi-energy system in building community

被引:9
|
作者
Ouyang, Tiancheng [1 ,2 ]
Zhang, Mingliang [2 ]
Wu, Wencong [2 ]
Zhao, Jiaqi [3 ]
Xu, Hua [1 ,4 ]
机构
[1] Guangxi Univ, Key Lab Disaster Prevent & Struct Safety, Minist Educ, Nanning, Peoples R China
[2] Guangxi Univ, Sch Mech Engn, Nanning, Peoples R China
[3] CCCC Fourth Harbor Engn Inst Co Ltd, Guangzhou, Peoples R China
[4] Guangxi Univ, Guangxi Key Lab Disaster Prevent & Engn Safety, Nanning, Peoples R China
基金
中国国家自然科学基金;
关键词
Integrated energy system; Multi-community scenario; Uncertainty analysis; Data-driven prediction; Building thermal inertia; INTEGRATED ENERGY SYSTEM; THERMAL INERTIA; DESIGN;
D O I
10.1016/j.energy.2022.126399
中图分类号
O414.1 [热力学];
学科分类号
摘要
A novel integrated energy system is proposed to provide stable electricity and cold energy for a multi-building community, which comprises wind turbines, solar photovoltaic panels and a liquid natural gas station as energy sources, and liquid air energy storage and packed bed for energy storage. A predictive algorithm based on long short-term memory is adopted to forecast the electricity and cooling load, wind speed and available cold energy for day-ahead scheduling. Furthermore, a comparative study of energy allocation schemes including electricity and cooling are carried out. The thermal inertia of room temperature is considered in the cooling allocation scheme. The pivotal results are presented as follows. The forecast errors are no more than 5%, proving the reliable accuracy of the following analysis. The robust schemes based on forecast method and uncertainty analysis have lower energy mismatch rates compared to the conservative schemes and radical schemes, which are 4.6% for electricity scheduling and 5.0% for cooling scheduling, respectively.
引用
收藏
页数:14
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