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Design and analysis of an aging-aware energy management system for islanded grids using mixed-integer quadratic programming

  • Volkan Kumtepeli
  • , Yulong Zhao
  • , Maik Naumann
  • , Anshuman Tripathi
  • , Youyi Wang
  • , Andreas Jossen
  • , Holger Hesse
  • Energy Research Institute at Nanyang Technological University (ERIatN)
  • Technical University of Munich
  • Nanyang Technological University

Research output: Contribution to journalArticlepeer-review

39 Scopus citations

Abstract

The rapid increase of renewable energy sources made coordinated control of the distributed and intermittent generation units a more demanded task. Matching demand and supply is particularly challenging in islanded microgrids. In this study, we have demonstrated a mixed-integer quadratic programming (MIQP) method to achieve efficient use of sources within an islanded microgrid. A unique objective function involving fuel consumption of diesel generator, degradation in a lithium-ion battery energy storage system, carbon emissions, load shifting, and curtailment of the renewable sources is constructed, and an optimal operating point is pursued using the MIQP approach. A systematic and extensive methodology for building the objective function is given in a sequential and explicit manner with an emphasis on a novel model-based battery aging formulation. Performance of the designed system and a sensitivity analysis of resulting battery dispatch, diesel generator usage, and storage aging against a range of optimization parameters are presented by considering real-world specifications of the Semakau Island, an island in the vicinity of Singapore.

Original languageEnglish
Pages (from-to)4127-4147
Number of pages21
JournalInternational Journal of Energy Research
Volume43
Issue number9
DOIs
StatePublished - Jul 2019

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

  • battery aging
  • case study
  • energy management system (EMS)
  • lithium-ion battery (LIB)
  • microgrid
  • mixed-integer quadratic programming (MIQP)
  • model predictive control
  • optimization
  • unit commitment

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