Energy management for active distribution network incorporating office buildings based on chance-constrained programming

被引:16
|
作者
Su, Su [1 ]
Li, Zening [1 ]
Jin, Xiaolong [2 ]
Yamashita, Koji [3 ]
Xia, Mingchao [1 ]
Chen, Qifang [1 ]
机构
[1] Beijing Jiaotong Univ, Natl Act Distribut Network Technol Res Ctr, Beijing 100044, Peoples R China
[2] Tech Univ Denmark, Ctr Elect Power & Energy, Elektrovej 325, DK-2800 Lyngby, Denmark
[3] Univ Calif Riverside, Elect & Comp Engn, Riverside, CA 92521 USA
基金
中国国家自然科学基金;
关键词
Active distribution network (ADN); Chance-constrained programming; Energy management; Office buildings; Thermostatically controlled loads (TCLs); SYSTEM;
D O I
10.1016/j.ijepes.2021.107360
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Aiming to the more flexible operation of the active distribution network (ADN), an energy management method for ADN incorporating office buildings is proposed based on chance-constrained programming. First, based on the thermal dynamics of buildings, an energy consumption prediction model of office buildings with integrated thermostatically controlled loads (TCLs) is developed. Then, an optimal energy management strategy for the ADN is proposed through the branch flow model (BFM) and the second-order cone relaxation (SOCR), considering the constraints of the grid and office buildings. The chance-constrained programming is exploited to consider further the uncertainties of photovoltaic (PV) power and ambient temperature, and the optimization model of the ADN incorporating office buildings is reformulated as a mixed-integer second-order cone programming (MISOCP) problem, using the deterministic transformation of chance constraints. Finally, the impact of the office buildings with TCLs on the economic operation of the ADN is analyzed under different confidence levels in the winter heating scenario. Numerical studies justify that the lower confidence level capitalizes on the thermal storage characteristics of office buildings retaining the temperature comfort of office workers to attain the flexible operation of the ADN additionally.
引用
收藏
页数:12
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