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A multi agent-based optimisation model for the distribution planning and control of energy-based intermittent renewable sources

  • Nooriya Mohammed
  • , Ammar Al-Bazi*
  • *Corresponding author for this work
  • Ministry of Electricity

Research output: Contribution to journalArticlepeer-review

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Abstract

Recent work on the management of renewable energy sources focuses on developing innovative tools and techniques to control the different behaviours of energy generation systems (eg, the intermittent production of wind power). These tools contribute to achieving a proper balance between energy supply and consumer demand and guarantee a sustainable energy level in storage devices that can face potential generation shortages. In contrast, previous studies mainly focused on stimulating consumer response to market prices so as to rationalise consumption, especially during peak periods. This study investigates the impact of supplier decisions about using different renewable energy sources on the distribution planning and control of energy for the best consumer demand satisfaction and achieving a sustainable energy level in different located storage devices. A Multi Agent-Based Heuristic Optimisation model is developed to deliver this aim. The heuristic optimisation part of this model is proposed to optimise the energy level across differently located storage devices. It also guarantees the best energy exchange between regions at the strategic planning level. A sensitivity analysis study is conducted to verify the behaviour of the proposed model towards various demand levels, followed by a comparison study to justify the proposed agent-based heuristic model's superiority. The results highlight the impact of using intermittent renewable sources including solar, wind, hydro and storage devices on energy production, control and distribution. In addition, a sustainable level of storage in devices placed at different locations is achieved by optimising the energy storage operation. This sustainable storage aids any insufficient energy generated from intermittent sources to satisfy consumer requirements. The best energy exchange between regions is also presented.

Original languageEnglish
Pages (from-to)19316-19330
Number of pages15
JournalInternational Journal of Energy Research
Volume45
Issue number13
Early online date18 Jul 2021
DOIs
Publication statusPublished - 13 Oct 2021

Bibliographical note

Publisher Copyright:
© 2021 John Wiley & Sons Ltd.

UN SDGs

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

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being
  2. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • agent-based optimisation
  • distribution planning and control
  • renewable energy network
  • renewable energy sources
  • storage device

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