IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v227y2024ics0960148124005482.html
   My bibliography  Save this article

Numerical assessment and optimization of photovoltaic-based hydrogen-oxygen Co-production energy system: A machine learning and multi-objective strategy

Author

Listed:
  • Wang, Ningbo
  • Guo, Yanhua
  • Liu, Lu
  • Shao, Shuangquan

Abstract

Green hydrogen production technology based on photovoltaic (PV), battery energy storage system (BESS) and proton exchange membrane (PEM) water electrolysis plays a crucial part in the transition process of energy to zero carbon technology. But few studies have focused on achieving all-day continuous hydrogen production, which is the key to large-scale hydrogen utilization. In this study, we developed an off-grid PV-BESS-PEM system for hydrogen and oxygen production. Firstly, the PV, BESS and PEM water electrolysis components were modeled and model validation was performed. Secondly, an energy management strategy (EMS) is proposed to achieve the goal of continuous and stable hydrogen production. Then, a surrogate model between design variables and optimization objectives is established based on machine learning methods, and a multi-objective optimization algorithm is used to drive the optimization process. Finally, a case study of the PV-BESS-PEM system is presented based on solar irradiation data in Lhasa, where there is sufficient solar resources and oxygen demand. The results demonstrate that the EMS can satisfy the purpose of all-day continuous and stable hydrogen production. The number of cells in the electrolyzer and the water temperature have a significant effect on the hydrogen production and the electrolysis efficiency. And the optimal system has increased the hydrogen production by 16.80 % and the electrolysis efficiency of PEM by 12.08 %, respectively. Herein, the methodological framework is expected to provide theoretical guidance for large-scale water electrolysis hydrogen production applications based on solar energy.

Suggested Citation

  • Wang, Ningbo & Guo, Yanhua & Liu, Lu & Shao, Shuangquan, 2024. "Numerical assessment and optimization of photovoltaic-based hydrogen-oxygen Co-production energy system: A machine learning and multi-objective strategy," Renewable Energy, Elsevier, vol. 227(C).
  • Handle: RePEc:eee:renene:v:227:y:2024:i:c:s0960148124005482
    DOI: 10.1016/j.renene.2024.120483
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148124005482
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2024.120483?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Zhao, Junjie & Luo, Xiaobing & Tu, Zhengkai & Hwa Chan, Siew, 2023. "A novel CCHP system based on a closed PEMEC-PEMFC loop with water self-supply," Applied Energy, Elsevier, vol. 338(C).
    2. Poullikkas, Andreas, 2013. "A comparative overview of large-scale battery systems for electricity storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 27(C), pages 778-788.
    3. Gu, Xufei & Ying, Zhi & Zheng, Xiaoyuan & Dou, Binlin & Cui, Guomin, 2023. "Photovoltaic-based energy system coupled with energy storage for all-day stable PEM electrolytic hydrogen production," Renewable Energy, Elsevier, vol. 209(C), pages 53-62.
    4. Ibáñez-Rioja, Alejandro & Puranen, Pietari & Järvinen, Lauri & Kosonen, Antti & Ruuskanen, Vesa & Ahola, Jero & Koponen, Joonas, 2022. "Simulation methodology for an off-grid solar–battery–water electrolyzer plant: Simultaneous optimization of component capacities and system control," Applied Energy, Elsevier, vol. 307(C).
    5. Xing Cao & Jingang Wang & Pengcheng Zhao & Haiting Xia & Yun Li & Liming Sun & Wei He, 2023. "Hydrogen Production System Using Alkaline Water Electrolysis Adapting to Fast Fluctuating Photovoltaic Power," Energies, MDPI, vol. 16(8), pages 1-13, April.
    6. Nikolaidis, Pavlos & Poullikkas, Andreas, 2017. "A comparative overview of hydrogen production processes," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 597-611.
    7. Andreu Cecilia & Javier Carroquino & Vicente Roda & Ramon Costa-Castelló & Félix Barreras, 2020. "Optimal Energy Management in a Standalone Microgrid, with Photovoltaic Generation, Short-Term Storage, and Hydrogen Production," Energies, MDPI, vol. 13(6), pages 1-24, March.
    8. Li, Guiqiang & Li, Jinpeng & Yang, Ruoxi & Chen, Xiangjie, 2022. "Performance analysis of a hybrid hydrogen production system in the integrations of PV/T power generation electrolytic water and photothermal cooperative reaction," Applied Energy, Elsevier, vol. 323(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Pavlos Nikolaidis & Andreas Poullikkas, 2022. "A Thorough Emission-Cost Analysis of the Gradual Replacement of Carbon-Rich Fuels with Carbon-Free Energy Carriers in Modern Power Plants: The Case of Cyprus," Sustainability, MDPI, vol. 14(17), pages 1-18, August.
    2. Gu, Xufei & Ying, Zhi & Zheng, Xiaoyuan & Dou, Binlin & Cui, Guomin, 2023. "Photovoltaic-based energy system coupled with energy storage for all-day stable PEM electrolytic hydrogen production," Renewable Energy, Elsevier, vol. 209(C), pages 53-62.
    3. Alejandro Clemente & Ramon Costa-Castelló, 2020. "Redox Flow Batteries: A Literature Review Oriented to Automatic Control," Energies, MDPI, vol. 13(17), pages 1-31, September.
    4. Efstathios E. Michaelides, 2021. "Thermodynamics, Energy Dissipation, and Figures of Merit of Energy Storage Systems—A Critical Review," Energies, MDPI, vol. 14(19), pages 1-41, September.
    5. Sadeghi, Shayan & Ghandehariun, Samane, 2022. "A standalone solar thermochemical water splitting hydrogen plant with high-temperature molten salt: Thermodynamic and economic analyses and multi-objective optimization," Energy, Elsevier, vol. 240(C).
    6. Bu, Fan & Yan, Da & Tan, Gang & Sun, Hongsan & An, Jingjing, 2023. "Acceleration algorithms for long-wavelength radiation integral in the annual simulation of radiative cooling in buildings," Renewable Energy, Elsevier, vol. 202(C), pages 255-269.
    7. Lu, Yashun & Li, Guiqiang, 2023. "Potential application of electrical performance enhancement methods in PV/T module," Energy, Elsevier, vol. 281(C).
    8. Alves, Luís & Pereira, Vítor & Lagarteira, Tiago & Mendes, Adélio, 2021. "Catalytic methane decomposition to boost the energy transition: Scientific and technological advancements," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    9. Abadie, Luis Mª & Chamorro, José M., 2023. "Investment in wind-based hydrogen production under economic and physical uncertainties," Applied Energy, Elsevier, vol. 337(C).
    10. Samuel Simon Araya & Fan Zhou & Simon Lennart Sahlin & Sobi Thomas & Christian Jeppesen & Søren Knudsen Kær, 2019. "Fault Characterization of a Proton Exchange Membrane Fuel Cell Stack," Energies, MDPI, vol. 12(1), pages 1-17, January.
    11. Gonocruz, Ruth Anne Tanlioco & Yoshida, Yoshikuni & Ozawa, Akito & Aguirre, Rodolfo A. & Maguindayao, Edward Joseph H., 2023. "Impacts of agrivoltaics in rural electrification and decarbonization in the Philippines," Applied Energy, Elsevier, vol. 350(C).
    12. Navas-Anguita, Zaira & García-Gusano, Diego & Iribarren, Diego, 2019. "A review of techno-economic data for road transportation fuels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 112(C), pages 11-26.
    13. Zhang, Chao & Wei, Yi-Li & Cao, Peng-Fei & Lin, Meng-Chang, 2018. "Energy storage system: Current studies on batteries and power condition system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3091-3106.
    14. Miloud Rezkallah & Sanjeev Singh & Ambrish Chandra & Bhim Singh & Hussein Ibrahim, 2020. "Off-Grid System Configurations for Coordinated Control of Renewable Energy Sources," Energies, MDPI, vol. 13(18), pages 1-25, September.
    15. Freida Ozavize Ayodele & Siti Indati Mustapa & Bamidele Victor Ayodele & Norsyahida Mohammad, 2020. "An Overview of Economic Analysis and Environmental Impacts of Natural Gas Conversion Technologies," Sustainability, MDPI, vol. 12(23), pages 1-18, December.
    16. Hegazy Rezk & Mokhtar Aly & Rania M. Ghoniem, 2023. "Robust Fuzzy Logic MPPT Using Gradient-Based Optimization for PEMFC Power System," Sustainability, MDPI, vol. 15(18), pages 1-18, September.
    17. Li, Jinpeng & Chen, Xiangjie & Li, Guiqiang, 2023. "Effect of separation wavelength on a novel solar-driven hybrid hydrogen production system (SDHPS) by solar full spectrum energy," Renewable Energy, Elsevier, vol. 215(C).
    18. Iva Ridjan Skov & Noémi Schneider & Gerald Schweiger & Josef-Peter Schöggl & Alfred Posch, 2021. "Power-to-X in Denmark: An Analysis of Strengths, Weaknesses, Opportunities and Threats," Energies, MDPI, vol. 14(4), pages 1-14, February.
    19. Lee, Timothy & Fu, Jintao & Basile, Victoria & Corsi, John S. & Wang, Zeyu & Detsi, Eric, 2020. "Activated alumina as value-added byproduct from the hydrolysis of hierarchical nanoporous aluminum with pure water to generate hydrogen fuel," Renewable Energy, Elsevier, vol. 155(C), pages 189-196.
    20. Aasadnia, Majid & Mehrpooya, Mehdi, 2018. "Large-scale liquid hydrogen production methods and approaches: A review," Applied Energy, Elsevier, vol. 212(C), pages 57-83.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:227:y:2024:i:c:s0960148124005482. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.