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
相关论文
共 50 条
  • [41] Applications of thermostatically controlled loads for demand response with the proliferation of variable renewable energy
    Song, Meng
    Sun, Wei
    FRONTIERS IN ENERGY, 2022, 16 (01) : 64 - 73
  • [42] The role of thermostatically controlled loads in power system frequency management: A comprehensive review
    Nema, Sumit
    Prakash, Vivek
    Pandzic, Hrvoje
    SUSTAINABLE ENERGY GRIDS & NETWORKS, 2025, 42
  • [43] Safe control of thermostatically controlled loads with installed timers for demand side management
    Mehta, Nishant
    Sinitsyn, Nikolai A.
    Backhaus, Scott
    Lesieutre, Bernard C.
    ENERGY CONVERSION AND MANAGEMENT, 2014, 86 : 784 - 791
  • [44] Parameter Identifiability and Estimation of Thermostatically Controlled Loads
    Granitsas, Ioannis M.
    Hiskens, Ian A.
    Mathieu, Johanna L.
    Ledva, Gregory S.
    2023 IEEE BELGRADE POWERTECH, 2023,
  • [45] Applications of thermostatically controlled loads for demand response with the proliferation of variable renewable energy
    Meng Song
    Wei Sun
    Frontiers in Energy, 2022, 16 : 64 - 73
  • [46] Optimal coordination of spinning and standing reserve with energy payback of thermostatically controlled loads
    Trovato, Vincenzo
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2023, 149
  • [47] Applications of thermostatically controlled loads for demand response with the proliferation of variable renewable energy
    Meng SONG
    Wei SUN
    Frontiers in Energy, 2022, 16 (01) : 64 - 73
  • [48] On the Use of Thermostatically Controlled Loads for Frequency Control
    Parshin, Maksim
    Majidi, Maryam
    Ibanez, Federico
    Pozo, David
    2019 IEEE MILAN POWERTECH, 2019,
  • [49] Aggregation of Thermostatically Controlled Loads by Formal Abstractions
    Soudjani, Sadegh Esmaeil Zadeh
    Abate, Alessandro
    2013 EUROPEAN CONTROL CONFERENCE (ECC), 2013, : 4232 - 4237
  • [50] A unified framework for coordination of thermostatically controlled loads
    Coffman, Austin
    Bugic, Ana
    Barooah, Prabir
    AUTOMATICA, 2023, 152