Aggregate Modeling of Thermostatically Controlled Loads for Microgrid Energy Management Systems
School authors:
author photo
Samuel Cordova
author photo
álvaro Hugo Lorca
External authors:
  • Claudio A. Canizares ( University of Waterloo )
  • Daniel E. Olivares ( University of Waterloo , Universidad Adolfo Ibanez )
Abstract:

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.

UT WOS:001160583000045
Number of Citations 31
Type
Pages 4169-4181
ISSUE 6
Volume 14
Month of Publication NOV
Year of Publication 2023
DOI https://doi.org/10.1109/TSG.2023.3254655
ISSN
ISBN