Back to Search Start Over

Data-Driven Distributed Voltage Control for Microgrids: A Koopman-based Approach

Authors :
Vladimir Toro
Duvan Tellez-Castro
Eduardo Mojica-Nava
Naly Rakoto-Ravalontsalama
Universidad Nacional de Colombia [Bogotà] (UNAL)
Département Automatique, Productique et Informatique (IMT Atlantique - DAPI)
IMT Atlantique (IMT Atlantique)
Institut Mines-Télécom [Paris] (IMT)-Institut Mines-Télécom [Paris] (IMT)
Conception, Pilotage, Surveillance et Supervision des systèmes (LS2N - équipe CPS3)
Laboratoire des Sciences du Numérique de Nantes (LS2N)
Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique)
Institut Mines-Télécom [Paris] (IMT)-Institut Mines-Télécom [Paris] (IMT)-École Centrale de Nantes (Nantes Univ - ECN)
Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Nantes université - UFR des Sciences et des Techniques (Nantes univ - UFR ST)
Nantes Université - pôle Sciences et technologie
Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Nantes Université - pôle Sciences et technologie
Nantes Université (Nantes Univ)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique)
Nantes Université (Nantes Univ)
Source :
International Journal of Electrical Power & Energy Systems, International Journal of Electrical Power & Energy Systems, 2023, 145, pp.108636. ⟨10.1016/j.ijepes.2022.108636⟩
Publication Year :
2022

Abstract

This paper presents a distributed data-driven control to regulate the voltage in an alternate current microgrid (MG). Following the hierarchical control frame for MGs, a secondary control for voltage is designed with a data-driven strategy using the Koopman operator. The Koopman operator approach represents the nonlinear behavior of voltage as a linear problem in the space of observables or lifted space. The representation in the lifted space is used together with linear consensus to design a model predictive control (MPC). The complete algorithm is proved in an MG model including changes in load, transmission lines, and the communication graph. The data-driven model regulates voltage using a distributed approach based only on local measurements, and includes reactive power constraints and control cost minimization.<br />Title: This paper is an extention of previos results of another article that uses koopman for the MGs control Authors: Vladimir Toroa, Duvan Tellez-Castro, Eduardo Mojica-Nava, Naly Rakoto-Ravalontsalama Comments: 13 pages, 21 This paper uses the Koopman operator to identify an alternate current MG, the uses a linear predictor for MPC design

Details

Language :
English
ISSN :
01420615
Database :
OpenAIRE
Journal :
International Journal of Electrical Power & Energy Systems, International Journal of Electrical Power & Energy Systems, 2023, 145, pp.108636. ⟨10.1016/j.ijepes.2022.108636⟩
Accession number :
edsair.doi.dedup.....65ddb966ef433b8c65fde33630da679d
Full Text :
https://doi.org/10.1016/j.ijepes.2022.108636⟩