Optimal energy management of residential battery storage under uncertainty | |
Su, Hao2,3; Zhou, Yun2,3; Feng, Donghan2,3; Li, Hengjie1,2; Numan, Muhammad2,3 | |
刊名 | INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS |
2021-02 | |
卷号 | 31期号:2页码:- |
关键词 | PV SYSTEMS SOLAR PV OPTIMIZATION OPERATION POWER FORECAST LOAD COORDINATION MICROGRIDS RESOURCES |
ISSN号 | 2050-7038 |
DOI | 10.1002/2050-7038.12713 |
英文摘要 | Backgroud: The uncertainty associated with renewable generation and loads imposes various challenges for the economic operation of microgrids. On the residential side, energy storage systems are implemented with high expectations to enhance photovoltaic power consumption and electricity price arbitrage. Aims: This paper proposes an expectation-oriented stochastic model for optimal energy management of household batteries to cope with the uncertain electricity generation and consumption. Materials & Methods: The exact cost expectation of daily operation is formulated as an alternative to the conventional scenario-based average approximation. A predictive control-based battery scheduling mechanism is developed further to apply the proposed model to intraday energy storage management. Results: Simulation results validate the convexity of the proposed model. Discussion: Although nonlinear in nature, the resultant optimization problem is proven to be convex, which ensures computable global optimal solutions for the proposed model. Conclusion: Simulation results demonstrate the effectiveness of the proposed scheduling strategy compared with existing methods. |
WOS研究方向 | Engineering |
语种 | 英语 |
出版者 | John Wiley and Sons Ltd |
WOS记录号 | WOS:000606972100001 |
内容类型 | 期刊论文 |
源URL | [http://ir.lut.edu.cn/handle/2XXMBERH/147346] |
专题 | 电气工程与信息工程学院 |
作者单位 | 1.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou, Peoples R China 2.Minist Educ, Key Lab Control Power Transmiss & Convers SJTU, Shanghai 200240, Peoples R China; 3.Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Dept Elect Engn, Shanghai 200240, Peoples R China; |
推荐引用方式 GB/T 7714 | Su, Hao,Zhou, Yun,Feng, Donghan,et al. Optimal energy management of residential battery storage under uncertainty[J]. INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS,2021,31(2):-. |
APA | Su, Hao,Zhou, Yun,Feng, Donghan,Li, Hengjie,&Numan, Muhammad.(2021).Optimal energy management of residential battery storage under uncertainty.INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS,31(2),-. |
MLA | Su, Hao,et al."Optimal energy management of residential battery storage under uncertainty".INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS 31.2(2021):-. |
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