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Optimal adaptive fuzzy management strategy for fuel cell-based DC microgrid

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  • Fathy, Ahmed
  • Ferahtia, Seydali
  • Rezk, Hegazy
  • Yousri, Dalia
  • Abdelkareem, Mohammad Ali
  • Olabi, A.G.

Abstract

This study presents an optimal adaptive intelligent energy management strategy designed for a DC microgrid based on a fuel cell system (FC), photovoltaic array (PV), and battery bank. The main objective is to enhance the system's power saving. For this reason, an optimal adaptive FC-based energy management strategy (EMS) is designed. The optimizer updates the fuzzy membership functions according to the provided energy by the fuel cell and the main grid. The used optimizer is based on meta-heuristic optimization strategies such as particle swarm optimization (PSO); salp swarm algorithm (SSA); Archimedes optimization algorithm (AOA); marine predator algorithm (MPA); artificial ecosystem-based optimization (AEO); equilibrium optimizer (EO); political optimizer (PO) and tunicate swarm algorithm (TSA). Each one of the studied optimizers provides its proper performance depending on its optimization mechanism. To check the performance of both conventional and optimal adaptive FC based EMS, a comparative study was carried out utilizing Matlab Simulink. The obtained results prove the political optimizer's superiority (PO) over the other optimizers, where the obtained power saving using PO achieved 7.7% with a tracking efficiency of 99.571%. Statistical analysis using the Analysis of variance (ANOVA) test will be performed to approve the performance of the proposed energy management strategy.

Suggested Citation

  • Fathy, Ahmed & Ferahtia, Seydali & Rezk, Hegazy & Yousri, Dalia & Abdelkareem, Mohammad Ali & Olabi, A.G., 2022. "Optimal adaptive fuzzy management strategy for fuel cell-based DC microgrid," Energy, Elsevier, vol. 247(C).
    • Handle: RePEc:eee:energy:v:247:y:2022:i:c:s0360544222003504
    DOI: 10.1016/j.energy.2022.123447
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    as
    1. Jamila Snoussi & Seifeddine Ben Elghali & Mohamed Benbouzid & Mohamed Faouzi Mimouni, 2018. "Auto-Adaptive Filtering-Based Energy Management Strategy for Fuel Cell Hybrid Electric Vehicles," Energies, MDPI, vol. 11(8), pages 1-20, August.
    2. Hirsch, Adam & Parag, Yael & Guerrero, Josep, 2018. "Microgrids: A review of technologies, key drivers, and outstanding issues," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 402-411.
    3. Tooryan, Fatemeh & HassanzadehFard, Hamid & Collins, Edward R. & Jin, Shuangshuang & Ramezani, Bahram, 2020. "Smart integration of renewable energy resources, electrical, and thermal energy storage in microgrid applications," Energy, Elsevier, vol. 212(C).
    4. Ouammi, Ahmed, 2021. "Model predictive control for optimal energy management of connected cluster of microgrids with net zero energy multi-greenhouses," Energy, Elsevier, vol. 234(C).
    5. Fathima, A. Hina & Palanisamy, K., 2015. "Optimization in microgrids with hybrid energy systems – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 45(C), pages 431-446.
    6. Abdelkareem, Mohammad Ali & Tanveer, Waqas Hassan & Sayed, Enas Taha & Assad, M. El Haj & Allagui, Anis & Cha, S.W., 2019. "On the technical challenges affecting the performance of direct internal reforming biogas solid oxide fuel cells," Renewable and Sustainable Energy Reviews, Elsevier, vol. 101(C), pages 361-375.
    7. Tanveer, Waqas Hassan & Abdelkareem, Mohammad Ali & Kolosz, Ben W. & Rezk, Hegazy & Andresen, John & Cha, Suk Won & Sayed, Enas Taha, 2021. "The role of vacuum based technologies in solid oxide fuel cell development to utilize industrial waste carbon for power production," Renewable and Sustainable Energy Reviews, Elsevier, vol. 142(C).
    8. Vitale, F. & Rispoli, N. & Sorrentino, M. & Rosen, M.A. & Pianese, C., 2021. "On the use of dynamic programming for optimal energy management of grid-connected reversible solid oxide cell-based renewable microgrids," Energy, Elsevier, vol. 225(C).
    9. Zheng, Huanyu & Song, Malin & Shen, Zhiyang, 2021. "The evolution of renewable energy and its impact on carbon reduction in China," Energy, Elsevier, vol. 237(C).
    10. Ying Han & Weirong Chen & Qi Li, 2017. "Energy Management Strategy Based on Multiple Operating States for a Photovoltaic/Fuel Cell/Energy Storage DC Microgrid," Energies, MDPI, vol. 10(1), pages 1-15, January.
    11. Nassef, Ahmed M. & Sayed, Enas T. & Rezk, Hegazy & Inayat, Abrar & Yousef, Bashria A.A. & Abdelkareem, Mohammad A. & Olabi, A.G., 2020. "Developing a fuzzy-model with particle swarm optimization-based for improving the conversion and gasification rate of palm kernel shell," Renewable Energy, Elsevier, vol. 166(C), pages 125-135.
    12. Yang, Zhikai & Liu, Pan & Cheng, Lei & Liu, Deli & Ming, Bo & Li, He & Xia, Qian, 2021. "Sizing utility-scale photovoltaic power generation for integration into a hydropower plant considering the effects of climate change: A case study in the Longyangxia of China," Energy, Elsevier, vol. 236(C).
    13. Kim, Mun-Chol & O, Hun, 2021. "A general comparison theorem for reflected BSDEs," Statistics & Probability Letters, Elsevier, vol. 173(C).
    14. MansourLakouraj, Mohammad & Shahabi, Majid & Shafie-khah, Miadreza & Catalão, João P.S., 2022. "Optimal market-based operation of microgrid with the integration of wind turbines, energy storage system and demand response resources," Energy, Elsevier, vol. 239(PB).
    15. Ferahtia, Seydali & Djeroui, Ali & Rezk, Hegazy & Houari, Azeddine & Zeghlache, Samir & Machmoum, Mohamed, 2022. "Optimal control and implementation of energy management strategy for a DC microgrid," Energy, Elsevier, vol. 238(PB).
    16. Gerard Roland, 2021. "Comparative Economic History," Springer Books, in: Elodie Douarin & Oleh Havrylyshyn (ed.), The Palgrave Handbook of Comparative Economics, edition 1, chapter 6, pages 121-157, Springer.
    17. Zhong, Ruida & Zhao, Tongtiegang & Chen, Xiaohong, 2021. "Evaluating the tradeoff between hydropower benefit and ecological interest under climate change: How will the water-energy-ecosystem nexus evolve in the upper Mekong basin?," Energy, Elsevier, vol. 237(C).
    18. Sadaqat Ali & Zhixue Zheng & Michel Aillerie & Jean-Paul Sawicki & Marie-Cécile Péra & Daniel Hissel, 2021. "A Review of DC Microgrid Energy Management Systems Dedicated to Residential Applications," Energies, MDPI, vol. 14(14), pages 1-26, July.
    19. Uwe Sunde & Thomas Dohmen & Benjamin Enke & Armin Falk & David Huffman, 2020. "Patience and Comparative Development," ECONtribute Discussion Papers Series 035, University of Bonn and University of Cologne, Germany.
    20. Jose Luis Torres-Moreno & Antonio Gimenez-Fernandez & Manuel Perez-Garcia & Francisco Rodriguez, 2018. "Energy Management Strategy for Micro-Grids with PV-Battery Systems and Electric Vehicles," Energies, MDPI, vol. 11(3), pages 1-13, February.
    21. Rezk, Hegazy & Sayed, Enas Taha & Al-Dhaifallah, Mujahed & Obaid, M. & El-Sayed, Abou Hashema M. & Abdelkareem, Mohammad Ali & Olabi, A.G., 2019. "Fuel cell as an effective energy storage in reverse osmosis desalination plant powered by photovoltaic system," Energy, Elsevier, vol. 175(C), pages 423-433.
    22. Yee Mah, Angel Xin & Ho, Wai Shin & Hassim, Mimi H. & Hashim, Haslenda & Liew, Peng Yen & Muis, Zarina Ab, 2021. "Targeting and scheduling of standalone renewable energy system with liquid organic hydrogen carrier as energy storage," Energy, Elsevier, vol. 218(C).
    23. Graça Gomes, J. & Xu, H.J. & Yang, Q. & Zhao, C.Y., 2021. "An optimization study on a typical renewable microgrid energy system with energy storage," Energy, Elsevier, vol. 234(C).
    24. Ming-Hui Chang & Han-Pang Huang & Shu-Wei Chang, 2013. "A New State of Charge Estimation Method for LiFePO 4 Battery Packs Used in Robots," Energies, MDPI, vol. 6(4), pages 1-24, April.
    25. ., 2021. "The war of ideas: a comparison of the U.S. and Europe," Chapters, in: Neoliberalism and the Road to Inequality and Stagnation, chapter 19, pages 289-293, Edward Elgar Publishing.
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    5. Zuo, Wei & Wang, Zijie & E, Jiaqiang & Li, Qingqing & Cheng, Qianju & Wu, Yinkun & Zhou, Kun, 2023. "Numerical investigations on the performance of a hydrogen-fueled micro planar combustor with tube outlet for thermophotovoltaic applications," Energy, Elsevier, vol. 263(PC).
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    7. Li, Dexin & Zuo, Wei & Li, Qingqing & Zhang, Guangde & Zhou, Kun & E, Jiaqiang, 2023. "Effects of pulsating flow on the performance of multi-channel cold plate for thermal management of lithium-ion battery pack," Energy, Elsevier, vol. 273(C).
    8. Ong, Samuel & Al-Othman, Amani & Tawalbeh, Muhammad, 2023. "Emerging technologies in prognostics for fuel cells including direct hydrocarbon fuel cells," Energy, Elsevier, vol. 277(C).
    9. Hegazy Rezk & Rania M. Ghoniem & Seydali Ferahtia & Ahmed Fathy & Mohamed M. Ghoniem & Reem Alkanhel, 2022. "A Comparison of Different Renewable-Based DC Microgrid Energy Management Strategies for Commercial Buildings Applications," Sustainability, MDPI, vol. 14(24), pages 1-22, December.
    10. Wu, Jingxuan & Li, Shuting & Fu, Aihui & Cvetković, Miloš & Palensky, Peter & Vasquez, Juan C. & Guerrero, Josep M., 2024. "Hierarchical online energy management for residential microgrids with Hybrid hydrogen–electricity Storage System," Applied Energy, Elsevier, vol. 363(C).
    11. Darioush Razmi & Tianguang Lu, 2022. "A Literature Review of the Control Challenges of Distributed Energy Resources Based on Microgrids (MGs): Past, Present and Future," Energies, MDPI, vol. 15(13), pages 1-21, June.
    12. Xiaoxuan Guo & Yasai Wang & Min Guo & Leping Sun & Xiaojun Shen, 2024. "Multi-Time Scale Energy Storage Optimization of DC Microgrid Source-Load Storage Based on Virtual Bus Voltage Control," Energies, MDPI, vol. 17(22), pages 1-20, November.
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    14. Ouyang, Tiancheng & Zhang, Mingliang & Qin, Peijia & Tan, Xianlin, 2024. "Flow battery energy storage system for microgrid peak shaving based on predictive control algorithm," Applied Energy, Elsevier, vol. 356(C).

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