Demand Side Management for Smart Grid Based on Smart Home Appliances with Renewable Energy Sources and an Energy Storage System

被引:19
|
作者
Xu, Zhihong [1 ,2 ]
Gao, Yan [1 ]
Hussain, Muhammad [1 ]
Cheng, Panhong [1 ]
机构
[1] Univ Shanghai Sci & Technol, Sch Management, Shanghai 200093, Peoples R China
[2] Rizhao Polytech, Publ Teaching Dept, Rizhao 276826, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
POWER-GENERATION; HIGH PENETRATION; PREDICTION; OPTIMIZATION; EVOLUTION; FORECASTS; NETWORK; MODEL;
D O I
10.1155/2020/9545439
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
A novel energy management system to improve the efficiency of renewable energy and storage system by scheduling various types of household appliances is developed. The end users schedule appliances optimally taking into account maximum utility (a measure of the satisfaction level of user's electricity consumption) as well as minimum user's cost of energy as competitive objectives. A random disturbance (reflecting an uncertainty) is introduced to describe the indeterminate amount of the electricity produced from the renewable energy sources at the adjacent slots. By applying the probability theory, the uncertain optimization model is transformed into a convex optimization problem. Then, the optimal solution is obtained using a quasi-Newton method. The rationality of our proposed model is verified through numerical simulations. According to the results of simulation studies, it is demonstrated that our proposed model not only enhances users' utility but also reduces energy consumption cost.
引用
收藏
页数:20
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