Optimal energy management of residential battery storage under uncertainty

doi:10.1002/2050-7038.12713

	Optimal energy management of residential battery storage under uncertainty
	Su, Hao 1,2; Zhou, Yun 1,2; Feng, Donghan 1,2; Li, Hengjie2,3 ; Numan, Muhammad 1,2
	2021-02
发表期刊	INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS
ISSN	2050-7038
卷号	31 期号:2 页码:-
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.
关键词	PV SYSTEMS SOLAR PV OPTIMIZATION OPERATION POWER FORECAST LOAD COORDINATION MICROGRIDS RESOURCES
DOI	10.1002/2050-7038.12713
收录类别	EI ; SCOPUS ; SCIE
语种	英语
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000606972100001
出版者	John Wiley and Sons Ltd
EI入藏号	20210309768903
EI主题词	Stochastic models
EI分类号	403.1 Urban Planning and Development - 525 Energy Management and Conversion - 694.4 Storage - 702.1 Electric Batteries - 723.3 Database Systems - 731.1 Control Systems - 912.2 Management - 922.1 Probability Theory
来源库	WOS
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/147346
专题	电气工程与信息工程学院
通讯作者	Feng, Donghan
作者单位	1.Shanghai Jiao Tong Univ, Sch Elect Informat & Elect Engn, Dept Elect Engn, Shanghai 200240, Peoples R China; 2.Minist Educ, Key Lab Control Power Transmiss & Convers SJTU, Shanghai 200240, Peoples R China; 3.Lanzhou Univ Technol, Coll Elect & Informat Engn, Lanzhou, 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):-.