Controlling Electricity Consumption by Forecasting its Response to Varying Prices

被引:92
作者
Corradi, Olivier [1 ]
Ochsenfeld, Henning [1 ]
Madsen, Henrik [1 ]
Pinson, Pierre [1 ]
机构
[1] Tech Univ Denmark, Dept Informat & Math Modeling, DK-2800 Lyngby, Denmark
关键词
Adaptive estimation; control by price; demand forecasting; predictive control; price-response; real-time pricing; DEMAND; SYSTEMS;
D O I
10.1109/TPWRS.2012.2197027
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
In a real-time electricity pricing context where consumers are sensitive to varying prices, having the ability to anticipate their response to a price change is valuable. This paper proposes models for the dynamics of such price-response, and shows how these dynamics can be used to control electricity consumption using a one-way price signal. Estimation of the price-response is based on data measurable at grid level, removing the need to install sensors and communication devices between each individual consumer and the price-generating entity. An application for price-responsive heating systems is studied based on real data, before conducting a control by price experiment using a mixture of real and synthetic data. With the control objective of following a constant consumption reference, peak heating consumption is reduced by nearly 5%, and 11% of the mean daily heating consumption is shifted.
引用
收藏
页码:421 / 429
页数:9
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