IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v235y2024ics0960148124013922.html
   My bibliography  Save this article

Data-driven models for the prediction of H2 generation through chemical reaction and performance evaluation of on-board hydrogen fuelled sintering tube furnace

Author

Listed:
  • Das, Biswajyoti
  • Robi, P.S.
  • Mahanta, Pinakeswar

Abstract

Hydrogen is emerging as a sustainable fuel for the future. In this present work, data-driven modelling tools viz. Radial Basis Function Neural Network (RBFNN) and Least Square Fit (LSF) method, are employed to determine the rate of production of H2 gas by the chemical reaction between aluminium and water in the presence of aq. NaOH. Reactions are carried out at NaOH concentrations of 1M–5M, water temperatures 303K–333K. Hydrogen gas obtained at 333K/4M is found to have a yield of ⁓88 % of the theoretical yield. The activation energy of the reaction is found to be 57.62 kJ mol−1. The fitted models are validated with experimental results for two unknown conditions. The correlation coefficient obtained for the RBFNN model is 0.999, which indicates the high reliability of the model. On-board production of H2 gas by the chemical reaction was used for heating a sintering tube furnace. The hot products of the combustion of hydrogen and air at various fuel-air ratios were used to heat the sintering tube furnace. The maximum thermal efficiency obtained for the furnace is 76.22 % at a fuel-air ratio of 1:60 corresponds to a fuel-air equivalent ratio (λ) of 0.57.

Suggested Citation

  • Das, Biswajyoti & Robi, P.S. & Mahanta, Pinakeswar, 2024. "Data-driven models for the prediction of H2 generation through chemical reaction and performance evaluation of on-board hydrogen fuelled sintering tube furnace," Renewable Energy, Elsevier, vol. 235(C).
    • Handle: RePEc:eee:renene:v:235:y:2024:i:c:s0960148124013922
    DOI: 10.1016/j.renene.2024.121324
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148124013922
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2024.121324?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. Junpeng Huang & Sixiang Ling & Xiyong Wu & Rui Deng, 2022. "GIS-Based Comparative Study of the Bayesian Network, Decision Table, Radial Basis Function Network and Stochastic Gradient Descent for the Spatial Prediction of Landslide Susceptibility," Land, MDPI, vol. 11(3), pages 1-25, March.
    2. Sardeshpande, Vishal & Anthony, Renil & Gaitonde, U.N. & Banerjee, Rangan, 2011. "Performance analysis for glass furnace regenerator," Applied Energy, Elsevier, vol. 88(12), pages 4451-4458.
    3. de Oliveira Nogueira, Tiago & Palacio, Gilderlânio Barbosa Alves & Braga, Fabrício Damasceno & Maia, Pedro Paulo Nunes & de Moura, Elineudo Pinho & de Andrade, Carla Freitas & Rocha, Paulo Alexandre C, 2022. "Imbalance classification in a scaled-down wind turbine using radial basis function kernel and support vector machines," Energy, Elsevier, vol. 238(PC).
    4. Fan, Siyuan & Wang, Xiao & Cao, Shengxian & Wang, Yu & Zhang, Yanhui & Liu, Bingzheng, 2022. "A novel model to determine the relationship between dust concentration and energy conversion efficiency of photovoltaic (PV) panels," Energy, Elsevier, vol. 252(C).
    5. Schmitz, Andreas & Kaminski, Jacek & Maria Scalet, Bianca & Soria, Antonio, 2011. "Energy consumption and CO2 emissions of the European glass industry," Energy Policy, Elsevier, vol. 39(1), pages 142-155, January.
    6. Wang, H.Z. & Leung, D.Y.C. & Leung, M.K.H. & Ni, M., 2009. "A review on hydrogen production using aluminum and aluminum alloys," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(4), pages 845-853, May.
    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. Rubio, José de Jesús & Garcia, Donaldo & Sossa, Humberto & Garcia, Ivan & Zacarias, Alejandro & Mujica-Vargas, Dante, 2023. "Energy processes prediction by a convolutional radial basis function network," Energy, Elsevier, vol. 284(C).
    2. Trowell, K.A. & Goroshin, S. & Frost, D.L. & Bergthorson, J.M., 2020. "Aluminum and its role as a recyclable, sustainable carrier of renewable energy," Applied Energy, Elsevier, vol. 275(C).
    3. Chen, Bingyang & Zeng, Xingjie & Zhang, Weishan & Fan, Lulu & Cao, Shaohua & Zhou, Jiehan, 2023. "Knowledge sharing-based multi-block federated learning for few-shot oil layer identification," Energy, Elsevier, vol. 283(C).
    4. Chai, Y.J. & Dong, Y.M. & Meng, H.X. & Jia, Y.Y. & Shen, J. & Huang, Y.M. & Wang, N., 2014. "Hydrogen generation by aluminum corrosion in cobalt (II) chloride and nickel (II) chloride aqueous solution," Energy, Elsevier, vol. 68(C), pages 204-209.
    5. Liuzhang Ouyang & Miaolian Ma & Minghong Huang & Ruoming Duan & Hui Wang & Lixian Sun & Min Zhu, 2015. "Enhanced Hydrogen Generation Properties of MgH 2 -Based Hydrides by Breaking the Magnesium Hydroxide Passivation Layer," Energies, MDPI, vol. 8(5), pages 1-16, May.
    6. Wang, Hongqi & Wang, Zhi & Shi, Zhihao & Gong, Xuzhong & Cao, Jianwei & Wang, Mingyong, 2017. "Facile hydrogen production from Al-water reaction promoted by choline hydroxide," Energy, Elsevier, vol. 131(C), pages 98-105.
    7. El-Behery, Samy M. & Hussien, A.A. & Kotb, H. & El-Shafie, Mostafa, 2017. "Performance evaluation of industrial glass furnace regenerator," Energy, Elsevier, vol. 119(C), pages 1119-1130.
    8. Zhao, Weiping & Lv, Yukun & Dong, Zhiguang & Zhao, Fang & Lv, Fengyong & Yan, Weiping, 2024. "Effect of self-cleaning superhydrophobic coating on dust deposition and performance of PV modules," Renewable Energy, Elsevier, vol. 227(C).
    9. Felipe Solferini de Carvalho & Luiz Carlos Bevilaqua dos Santos Reis & Pedro Teixeira Lacava & Fernando Henrique Mayworm de Araújo & João Andrade de Carvalho Jr., 2023. "Substitution of Natural Gas by Biomethane: Operational Aspects in Industrial Equipment," Energies, MDPI, vol. 16(2), pages 1-19, January.
    10. Yang, Weijuan & Zhang, Tianyou & Liu, Jianzhong & Wang, Zhihua & Zhou, Junhu & Cen, Kefa, 2015. "Experimental researches on hydrogen generation by aluminum with adding lithium at high temperature," Energy, Elsevier, vol. 93(P1), pages 451-457.
    11. Gai, Wei-Zhuo & Deng, Zhen-Yan, 2024. "Enhanced hydrogen production from Al-water reaction: Strategies, performances, mechanisms and applications," Renewable Energy, Elsevier, vol. 226(C).
    12. Haller, Michel Y. & Amstad, Dominik & Dudita, Mihaela & Englert, Alexander & Häberle, Andreas, 2021. "Combined heat and power production based on renewable aluminium-water reaction," Renewable Energy, Elsevier, vol. 174(C), pages 879-893.
    13. Yang, Weijuan & Zhang, Tianyou & Zhou, Junhu & Shi, Wei & Liu, Jianzhong & Cen, Kefa, 2015. "Experimental study on the effect of low melting point metal additives on hydrogen production in the aluminum–water reaction," Energy, Elsevier, vol. 88(C), pages 537-543.
    14. Yelin Deng & Yajun Tian, 2015. "Assessing the Environmental Impact of Flax Fibre Reinforced Polymer Composite from a Consequential Life Cycle Assessment Perspective," Sustainability, MDPI, vol. 7(9), pages 1-22, August.
    15. Jiménez-Calvo, Pablo & Caps, Valérie & Keller, Valérie, 2021. "Plasmonic Au-based junctions onto TiO2, gC3N4, and TiO2-gC3N4 systems for photocatalytic hydrogen production: Fundamentals and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 149(C).
    16. Das, Jagat & Sahu, Partha Pratim, 2021. "Water splitting with screw pitched cylindrical electrode and Fe(OH)2 catalyst under 1.4 V," Renewable Energy, Elsevier, vol. 165(P1), pages 525-532.
    17. Gao, Kang & Yuan, Yijun, 2022. "Does market-oriented reform make the industrial sector “Greener” in China? Fresh evidence from the perspective of capital-labor-energy market distortions," Energy, Elsevier, vol. 254(PA).
    18. Hren, Robert & Vujanović, Annamaria & Van Fan, Yee & Klemeš, Jiří Jaromír & Krajnc, Damjan & Čuček, Lidija, 2023. "Hydrogen production, storage and transport for renewable energy and chemicals: An environmental footprint assessment," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
    19. Maas, Pascal & Schiemann, Martin & Scherer, Viktor & Fischer, Peter & Taroata, Dan & Schmid, Günther, 2018. "Lithium as energy carrier: CFD simulations of LI combustion in a 100MW slag tap furnace," Applied Energy, Elsevier, vol. 227(C), pages 506-515.
    20. Zhao, Zhongwei & Chen, Xingyu & Hao, Mingming, 2011. "Hydrogen generation by splitting water with Al–Ca alloy," Energy, Elsevier, vol. 36(5), pages 2782-2787.

    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:235:y:2024:i:c:s0960148124013922. 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.