Robust Optimization for Household Load Scheduling with Uncertain Parameters

被引:16
|
作者
Wang, Jidong [1 ]
Li, Peng [1 ]
Fang, Kaijie [2 ]
Zhou, Yue [3 ]
机构
[1] Tianjin Univ, Minist Educ, Key Lab Smart Grid, Tianjin 300072, Peoples R China
[2] State Grid Jiangsu Elect Power Co, Res Inst, Nanjing 211103, Jiangsu, Peoples R China
[3] Cardiff Univ, Sch Engn, Cardiff CF24 3AA, S Glam, Wales
来源
APPLIED SCIENCES-BASEL | 2018年 / 8卷 / 04期
基金
中国国家自然科学基金;
关键词
HEMS; household load scheduling; robust optimization; uncertain parameters; ENERGY MANAGEMENT-SYSTEM; DEMAND RESPONSE; SMART HOME; MODEL; PRICE; APPLIANCES;
D O I
10.3390/app8040575
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Home energy management systems (HEMS) face many challenges of uncertainty, which have a great impact on the scheduling of home appliances. To handle the uncertain parameters in the household load scheduling problem, this paper uses a robust optimization method to rebuild the household load scheduling model for home energy management. The model proposed in this paper can provide the complete robust schedules for customers while considering the disturbance of uncertain parameters. The complete robust schedules can not only guarantee the customers' comfort constraints but also cooperatively schedule the electric devices for cost minimization and load shifting. Moreover, it is available for customers to obtain multiple schedules through setting different robust levels while considering the trade-off between the comfort and economy.
引用
收藏
页数:16
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