Scalable Residential Demand Response Management

被引:6
|
作者
Herath, Pramod [1 ]
Venayagamoorthy, Ganesh Kumar [1 ,2 ]
机构
[1] Clemson Univ, Dept Elect & Comp Engn, Real Time Power & Intelligent Syst Lab, Clemson, SC 29634 USA
[2] Univ Kwazulu Natal, Sch Engn, ZA-4041 Durban, South Africa
基金
美国国家科学基金会;
关键词
Optimization; Substations; Home appliances; Demand response; Computer architecture; Energy management systems; Schedules; energy management; hierarchy; smart residential homes; ELECTRICITY DEMAND; SMART GRIDS; OPTIMIZATION; APPLIANCES; ALGORITHM;
D O I
10.1109/ACCESS.2021.3119270
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a scalable framework based on a hierarchical architecture for residential demand response (DR) is introduced. The architecture, which overlays the physical hierarchy of the power system, allows to decompose the problem and solve it in a distributed manner. The computational time required to solve the DR optimization problem by this framework is shown to be only dependent on the number of levels in the hierarchical architecture. Hence, when the demand response computation is carried out entirely in parallel, adding more homes does not add to the optimization time, thus making the DR optimization scalable. Moreover, since the architecture overlays on the hierarchy of a physical power system, each node's physical constraints can also be integrated into the optimization problem. For DR management, consumer comfort as well as demand response target is considered. Generated schedules can be implemented as a direct load control by demand response aggregators and/or home energy management systems. Furthermore, new metrics are introduced to quantify the DR program's success, balancing between performance, number of participants in the DR program as well as stress on the consumer due to DR implementation. To demonstrate scalability of the proposed method a one-million home demand response program is successfully simulated and typical results are presented.
引用
收藏
页码:159133 / 159145
页数:13
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