Aggregate Modeling of Thermostatically Controlled Loads for Microgrid Energy Management Systems

被引:16
|
作者
Cordova, Samuel [1 ,2 ]
Canizares, Claudio A. [3 ]
Lorca, Alvaro [4 ,5 ]
Olivares, Daniel E. [6 ,7 ]
机构
[1] Pontificia Univ Catolica Chile, Dept Elect Engn, Santiago 7820436, Chile
[2] Lawrence Berkeley Natl Lab, Grid Integrat Grp, Berkeley, CA 94720 USA
[3] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G5, Canada
[4] Pontificia Univ Catolica Chile, Dept Elect Engn, Dept Ind & Syst Engn, Santiago 7820436, Chile
[5] Pontificia Univ Catolica Chile, UC Energy Res Ctr, Santiago 7820436, Chile
[6] Univ Adolfo Ibanez, Fac Engn & Sci, Santiago 7941169, Chile
[7] Univ Waterloo, Dept Elect & Comp Engn, Waterloo, ON N2L 3G5, Canada
关键词
Load control; energy management system; virtual battery; short-term fluctuations; frequency dynamics; microgrid operation; FREQUENCY CONTROL; STORAGE; FLEXIBILITY; DEGRADATION; UNCERTAINTY; STRATEGIES;
D O I
10.1109/TSG.2023.3254655
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
Second-to-second renewable power fluctuations can severely hinder the frequency regulation performance of modern isolated microgrids, as these typically have a low inertia and significant renewable energy integration. In this context, the present paper studies the coordinated control of Thermostatically Controlled Loads (TCLs) for managing short-term power imbalances, and their integration in microgrid operations through the use of aggregate TCL models. In particular, two computationally efficient and accurate aggregate TCL models are developed: a virtual battery model representing the aggregate flexibility of TCLs considering solar irradiance heat gains and wall/floor heat transfers, and a frequency transient model representing the aggregate dynamics of a TCL collection considering communication delays and the presence of model uncertainty and time-variability. The proposed aggregate TCL models are then used to design a practical Energy Management System (EMS) integrating TCL flexibility, and study the impact of TCL integration on microgrid operation and frequency control. Computational experiments using detailed frequency transient and thermal dynamic models are presented, demonstrating the accuracy of the proposed aggregate TCL models, as well as the economic and reliability benefits resulting from using these aggregate models to integrate TCLs in microgrid operations.
引用
收藏
页码:4169 / 4181
页数:13
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