Distributed MPC of Aggregated Heterogeneous Thermostatically Controlled Loads in Smart Grid

Using aggregated heterogeneous thermostatically controlled loads (TCLs) to provide ancillary services in a smart grid is a promising technique. This paper proposes an improved population model with lockout time considered to describe the aggregate dynamics. Based on that, a distributed model predict...

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Veröffentlicht in:IEEE transactions on industrial electronics (1982) 2016-02, Vol.63 (2), p.1120-1129
Hauptverfasser: Liu, Mingxi, Shi, Yang, Liu, Xiaotao
Format: Artikel
Sprache:eng
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Zusammenfassung:Using aggregated heterogeneous thermostatically controlled loads (TCLs) to provide ancillary services in a smart grid is a promising technique. This paper proposes an improved population model with lockout time considered to describe the aggregate dynamics. Based on that, a distributed model predictive control (DMPC) scheme is investigated to control a population of TCLs for the regulation service. Full derivations of the system model and the DMPC scheme are provided. A flexibility penalty is developed and added to the objective function to preserve the regulation flexibility. Simulation results, tested by real data, reveal the feasibility and effectiveness of the proposed method.
ISSN:0278-0046
1557-9948
DOI:10.1109/TIE.2015.2492946