A Mean Field Game Approach for Distributed Control of Thermostatic Loads Acting in Simultaneous Energy-Frequency Response Markets

被引:49
作者
De Paola, Antonio [1 ]
Trovato, Vincenzo [2 ,3 ]
Angeli, David [3 ,4 ]
Strbac, Goran [3 ]
机构
[1] Univ Bath, Dept Elect & Elect Engn, Bath BA2 7AY, Avon, England
[2] EDF Energy, Res & Dev UK Ctr, Croydon CR0 2AJ, England
[3] Imperial Coll London, Dept Elect & Elect Engn, London SW7 2AZ, England
[4] Univ Florence, Dipartimento Ingn Informaz, I-50131 Florence, Italy
基金
英国工程与自然科学研究理事会;
关键词
Game theory; distributed control; power system control; load management; thermal energy storage; DEMAND RESPONSE; FLEXIBLE DEMAND; DYNAMIC DEMAND;
D O I
10.1109/TSG.2019.2895247
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a novel distributed solution for the operation of large populations of thermostatically controlled loads (TCLs) providing frequency support. A game-theory framework is adopted, modeling the TCLs as price-responsive rational agents that schedule their energy consumption and allocate frequency response provision in order to minimize their operational costs. The novelty of this work lies in the use of mean field games to abstract the complex interactions of large numbers of TCLs with the grid and in the introduction of an innovative market structure, envisioning distinct price signals for electricity and response. Differently from previous approaches, such prices are not designed ad hoc but are derived instead from an underlying system scheduling model.
引用
收藏
页码:5987 / 5999
页数:13
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