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Hierarchical energy management system for microgrid operation based on robust model predictive control

  • Luis Gabriel Marín
  • , Mark Sumner
  • , Diego Muñoz-Carpintero
  • , Daniel Köbrich
  • , Seksak Pholboon
  • , Doris Sáez
  • , Alfredo Núñez
  • Universidad de Chile
  • Universidad de los Andes Colombia
  • Cycle System S.A.S
  • University of Nottingham
  • Universidad de O'Higgins
  • Delft University of Technology

Research output: Contribution to journalArticlepeer-review

48 Scopus citations

Abstract

This paper presents a two-level hierarchical energy management system (EMS) for microgrid operation that is based on a robust model predictive control (MPC) strategy. This EMS focuses on minimizing the cost of the energy drawn from the main grid and increasing self-consumption of local renewable energy resources, and brings benefits to the users of the microgrid as well as the distribution network operator (DNO). The higher level of the EMS comprises a robust MPC controller which optimizes energy usage and defines a power reference that is tracked by the lower-level real-time controller. The proposed EMS addresses the uncertainty of the predictions of the generation and end-user consumption profiles with the use of the robust MPC controller, which considers the optimization over a control policy where the uncertainty of the power predictions can be compensated either by the battery or main grid power consumption. Simulation results using data from a real urban community showed that when compared with an equivalent (non-robust) deterministic EMS (i.e., an EMS based on the same MPC formulation, but without the uncertainty handling), the proposed EMS based on robust MPC achieved reduced energy costs and obtained a more uniform grid power consumption, safer battery operation, and reduced peak loads.

Original languageEnglish
Article number4453
JournalEnergies
Volume12
Issue number23
DOIs
StatePublished - 22 Nov 2019
Externally publishedYes

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Energy management system
  • Hierarchical control
  • Microgrid
  • Prediction interval
  • Predictive control
  • Robust control
  • Uncertainty

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