Aggregate Modeling of Thermostatically Controlled Loads for Microgrid Energy Management Systems

dc.contributor.authorCórdova, Samuel
dc.contributor.authorCañizares, Claudio A.
dc.contributor.authorLorca, Álvaro
dc.contributor.authorOlivares, Daniel E.
dc.date.accessioned2025-06-20T14:04:06Z
dc.date.available2025-06-20T14:04:06Z
dc.date.issued2023-03-09
dc.description.abstractSecond-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.
dc.description.sponsorship10.13039/501100020884-ANID/PIA/ACT-192094, Grant Number: ANID/FONDECYT/1211378 || 10.13039/501100012500-Complex Engineering Systems Institute, Grant Number: ANID/PIA/BASAL AFB220003 || Solar Energy Research Center (SERC-Chile), Grant Number: ANID/FONDAP/15110019 || 10.13039/501100000038-Natural Sciences and Engineering Research Council of Canada.
dc.identifier.doi10.1109/tsg.2023.3254655
dc.identifier.issn1949-3053
dc.identifier.issn1949-3061
dc.identifier.urihttps://doi.org/10.1109/TSG.2023.3254655
dc.identifier.urihttps://hdl.handle.net/10012/21884
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)
dc.relation.ispartofIEEE Transactions on Smart Grid
dc.relation.ispartofseriesIEEE Transactions on Smart Grid; 14(6)
dc.subjectload control
dc.subjectenergy management system
dc.subjectvirtual battery
dc.subjectshort-term fluctuations
dc.subjectfrequency dynamics
dc.subjectmicrogrid operation
dc.titleAggregate Modeling of Thermostatically Controlled Loads for Microgrid Energy Management Systems
dc.typeArticle
dcterms.bibliographicCitationCórdova, S., Cañizares, C. A., Lorca, Á., & Olivares, D. E. (2023). Aggregate modeling of thermostatically controlled loads for Microgrid Energy Management Systems. IEEE Transactions on Smart Grid, 14(6), 4169–4181. https://doi.org/10.1109/tsg.2023.3254655
oaire.citation.issue6
oaire.citation.volume14
uws.contributor.affiliation1Faculty of Engineering
uws.contributor.affiliation2Electrical and Computer Engineering
uws.peerReviewStatusReviewed
uws.scholarLevelFaculty
uws.typeOfResourceTexten

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