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Polish Energy Transition 2040: Energy Mix Optimization Using Grey Wolf Optimizer

Author

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  • Damian Hasterok

    (Department of Electrical and Computer Engineering, Instituto Superior Técnico-IST, Universidade de Lisboa, 1049-001 Lisbon, Portugal)

  • Rui Castro

    (INESC-ID, Department of electrical and computer engineering, Instituto Superior Técnico-IST, Universidade de Lisboa, 1049-001 Lisbon, Portugal)

  • Marcin Landrat

    (Department of Technologies and Environmental Engineering, Faculty of Energy and Environmental Engineering, Silesian University of Technology, 44-100 Gliwice, Poland)

  • Krzysztof Pikoń

    (Department of Technologies and Environmental Engineering, Faculty of Energy and Environmental Engineering, Silesian University of Technology, 44-100 Gliwice, Poland)

  • Markus Doepfert

    (Department of Electrical and Computer Engineering, Instituto Superior Técnico-IST, Universidade de Lisboa, 1049-001 Lisbon, Portugal)

  • Hugo Morais

    (INESC-ID, Department of electrical and computer engineering, Instituto Superior Técnico-IST, Universidade de Lisboa, 1049-001 Lisbon, Portugal)

Abstract

Poland is facing demanding challenges to achieve a sustainable energy mix in the near future. Crucial and tough decisions must be made about the direction of the national energy economy, safety, and environmental impact. Considering the electricity and heating demand forecast, this paper proposes an optimization model based on the Grey Wolf Optimizer meta-heuristic to support the definition of ideal energy mix considering the investment and operational costs. The proposed methodology uses the present energy mix in Poland (the most recent values are from 2017) to calibrate the model implemented in the EnergyPLAN tool. Afterwards, EnergyPLAN relates to an optimization process allowing the identification of the most convenient energy mix in 2040 in Poland. The values obtained are compared with those proposed by Polish public entities showing advantage regarding the global costs of the project nevertheless respecting the same levels of CO 2 and the energy import and export balance. The expected savings can achieve 1.3 billion euros a year and more than 8 million tonnes of CO 2 emission reduction. Sensitivity analysis considering the decrease of the global cost of renewables-based sources is also presented.

Suggested Citation

  • Damian Hasterok & Rui Castro & Marcin Landrat & Krzysztof Pikoń & Markus Doepfert & Hugo Morais, 2021. "Polish Energy Transition 2040: Energy Mix Optimization Using Grey Wolf Optimizer," Energies, MDPI, vol. 14(2), pages 1-27, January.
    • Handle: RePEc:gam:jeners:v:14:y:2021:i:2:p:501-:d:482674
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    References listed on IDEAS

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    1. Kutaiba Sabah Nimma & Monaaf D. A. Al-Falahi & Hung Duc Nguyen & S. D. G. Jayasinghe & Thair S. Mahmoud & Michael Negnevitsky, 2018. "Grey Wolf Optimization-Based Optimum Energy-Management and Battery-Sizing Method for Grid-Connected Microgrids," Energies, MDPI, vol. 11(4), pages 1-27, April.
    2. Neves, Diana & Pina, André & Silva, Carlos A., 2015. "Demand response modeling: A comparison between tools," Applied Energy, Elsevier, vol. 146(C), pages 288-297.
    3. Connolly, D. & Lund, H. & Mathiesen, B.V. & Leahy, M., 2010. "A review of computer tools for analysing the integration of renewable energy into various energy systems," Applied Energy, Elsevier, vol. 87(4), pages 1059-1082, April.
    4. Zhai, Pei & Larsen, Peter & Millstein, Dev & Menon, Surabi & Masanet, Eric, 2012. "The potential for avoided emissions from photovoltaic electricity in the United States," Energy, Elsevier, vol. 47(1), pages 443-450.
    5. Connolly, D. & Lund, H. & Mathiesen, B.V. & Werner, S. & Möller, B. & Persson, U. & Boermans, T. & Trier, D. & Østergaard, P.A. & Nielsen, S., 2014. "Heat Roadmap Europe: Combining district heating with heat savings to decarbonise the EU energy system," Energy Policy, Elsevier, vol. 65(C), pages 475-489.
    6. Pupo-Roncallo, Oscar & Campillo, Javier & Ingham, Derek & Hughes, Kevin & Pourkashanian, Mohammed, 2019. "Large scale integration of renewable energy sources (RES) in the future Colombian energy system," Energy, Elsevier, vol. 186(C).
    7. Doepfert, Markus & Castro, Rui, 2021. "Techno-economic optimization of a 100% renewable energy system in 2050 for countries with high shares of hydropower: The case of Portugal," Renewable Energy, Elsevier, vol. 165(P1), pages 491-503.
    8. Pillai, Jayakrishnan R. & Heussen, Kai & Østergaard, Poul Alberg, 2011. "Comparative analysis of hourly and dynamic power balancing models for validating future energy scenarios," Energy, Elsevier, vol. 36(5), pages 3233-3243.
    9. Gota, Dan-Ioan & Lund, Henrik & Miclea, Liviu, 2011. "A Romanian energy system model and a nuclear reduction strategy," Energy, Elsevier, vol. 36(11), pages 6413-6419.
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    14. Yao Li & Liulin Yang & Tianlu Luo, 2023. "Energy System Low-Carbon Transition under Dual-Carbon Goals: The Case of Guangxi, China Using the EnergyPLAN Tool," Energies, MDPI, vol. 16(8), pages 1-16, April.
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