IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v15y2023i17p12863-d1225122.html
   My bibliography  Save this article

Data-Driven Integrated Decision Model for Analysing Energetic Behaviour of Innovative Construction Materials Capable of Hybrid Energy Storage

Author

Listed:
  • Chrysa Politi

    (School of Mining and Metallurgical Engineering, National Technical University of Athens (NTUA), 15780 Athens, Greece)

  • Antonis Peppas

    (School of Mining and Metallurgical Engineering, National Technical University of Athens (NTUA), 15780 Athens, Greece)

  • Maria Taxiarchou

    (School of Mining and Metallurgical Engineering, National Technical University of Athens (NTUA), 15780 Athens, Greece)

Abstract

Aligning the European Union goals for climate neutrality by 2050 and the ambition for carbon equivalent emissions reduction to almost half by 2030 demands the exploration of alternative decarbonisation pathways. Energy consumption across all sectors is identified as a crucial contributor to this challenge, with a number of legislative and regulatory frameworks and commitments to be introduced every year. In response to these trends, the concept of exploiting a building’s thermal mass through the integration of phase change materials (PCMs) enhances the ability of building elements to reserve and deliver large amounts of energy during phase transitions. However, the incorporation of PCMs into building elements requires the thorough understanding of their thermal behaviour. This study evaluates and predicts the thermophysical properties of mineral particles carrying PCMs and coated with a cementitious layer able to be utilised as fillers in construction applications. By employing deep learning and predictive modelling techniques, the numerical data-driven model developed in this paper enhances accuracy and efficiency in property estimation and prediction, facilitating material selection, system design, and optimisation. A model in a MATLAB simulation environment is presented, evaluating and predicting the thermophysical properties of semi-organic particles able to enhance building envelope thermal mass as a hybrid energy storage solution. These findings show the time needed for a building block to undergo cooling, demonstrating a clear upgrade in the thermal discharge of the walls. Substituting traditional EP with PCM-enhanced EP leads to a minimum reduction of 1 °C per hour in the discharge rate, thereby extending the comfort duration of indoor spaces without necessitating additional space heating. These models offer the potential for assessing diverse material compositions and usage scenarios, offering valuable insights to aid decisions in optimizing building energy efficiency.

Suggested Citation

  • Chrysa Politi & Antonis Peppas & Maria Taxiarchou, 2023. "Data-Driven Integrated Decision Model for Analysing Energetic Behaviour of Innovative Construction Materials Capable of Hybrid Energy Storage," Sustainability, MDPI, vol. 15(17), pages 1-20, August.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:17:p:12863-:d:1225122
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/15/17/12863/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/15/17/12863/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ibrahim, Nasiru I. & Al-Sulaiman, Fahad A. & Rahman, Saidur & Yilbas, Bekir S. & Sahin, Ahmet Z., 2017. "Heat transfer enhancement of phase change materials for thermal energy storage applications: A critical review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 26-50.
    2. Verma, Prashant & Varun & Singal, S.K., 2008. "Review of mathematical modeling on latent heat thermal energy storage systems using phase-change material," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(4), pages 999-1031, May.
    3. Ardalan Aflaki & Masoud Esfandiari & Saleh Mohammadi, 2021. "A Review of Numerical Simulation as a Precedence Method for Prediction and Evaluation of Building Ventilation Performance," Sustainability, MDPI, vol. 13(22), pages 1-18, November.
    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. Wang, Huiru & Liu, Zhenyu & Wu, Huiying, 2017. "Entransy dissipation-based thermal resistance optimization of slab LHTES system with multiple PCMs arranged in a 2D array," Energy, Elsevier, vol. 138(C), pages 739-751.
    2. Zeinelabdein, Rami & Omer, Siddig & Gan, Guohui, 2018. "Critical review of latent heat storage systems for free cooling in buildings," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2843-2868.
    3. Sharif, M.K. Anuar & Al-Abidi, A.A. & Mat, S. & Sopian, K. & Ruslan, M.H. & Sulaiman, M.Y. & Rosli, M.A.M., 2015. "Review of the application of phase change material for heating and domestic hot water systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 557-568.
    4. Dutil, Yvan & Rousse, Daniel R. & Salah, Nizar Ben & Lassue, Stéphane & Zalewski, Laurent, 2011. "A review on phase-change materials: Mathematical modeling and simulations," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(1), pages 112-130, January.
    5. Tao, Y.B. & He, Ya-Ling, 2018. "A review of phase change material and performance enhancement method for latent heat storage system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 245-259.
    6. Drissi, Sarra & Ling, Tung-Chai & Mo, Kim Hung & Eddhahak, Anissa, 2019. "A review of microencapsulated and composite phase change materials: Alteration of strength and thermal properties of cement-based materials," Renewable and Sustainable Energy Reviews, Elsevier, vol. 110(C), pages 467-484.
    7. Zhu, Yejun & Huang, Baoling & Wu, Jingshen, 2014. "Optimization of filler distribution for organic phase change material composites: Numerical investigation and entropy analysis," Applied Energy, Elsevier, vol. 132(C), pages 543-550.
    8. Randeep Singh & Sadegh Sadeghi & Bahman Shabani, 2018. "Thermal Conductivity Enhancement of Phase Change Materials for Low-Temperature Thermal Energy Storage Applications," Energies, MDPI, vol. 12(1), pages 1-20, December.
    9. Waqas, Adeel & Ud Din, Zia, 2013. "Phase change material (PCM) storage for free cooling of buildings—A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 607-625.
    10. Jafari, Davoud & Wits, Wessel W., 2018. "The utilization of selective laser melting technology on heat transfer devices for thermal energy conversion applications: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 91(C), pages 420-442.
    11. Ma, Ting & Guo, Zhixiong & Lin, Mei & Wang, Qiuwang, 2021. "Recent trends on nanofluid heat transfer machine learning research applied to renewable energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 138(C).
    12. Rostami, Sara & Afrand, Masoud & Shahsavar, Amin & Sheikholeslami, M. & Kalbasi, Rasool & Aghakhani, Saeed & Shadloo, Mostafa Safdari & Oztop, Hakan F., 2020. "A review of melting and freezing processes of PCM/nano-PCM and their application in energy storage," Energy, Elsevier, vol. 211(C).
    13. Sodhi, Gurpreet Singh & Muthukumar, P., 2021. "Compound charging and discharging enhancement in multi-PCM system using non-uniform fin distribution," Renewable Energy, Elsevier, vol. 171(C), pages 299-314.
    14. Zhang, Hao & Shuai, Yong & Lougou, Bachirou Guene & Jiang, Boshu & Wang, Fuqiang & Cheng, Ziming & Tan, Heping, 2020. "Effects of multilayer porous ceramics on thermochemical energy conversion and storage efficiency in solar dry reforming of methane reactor," Applied Energy, Elsevier, vol. 265(C).
    15. Lin, Yaxue & Jia, Yuting & Alva, Guruprasad & Fang, Guiyin, 2018. "Review on thermal conductivity enhancement, thermal properties and applications of phase change materials in thermal energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2730-2742.
    16. Heier, Johan & Bales, Chris & Martin, Viktoria, 2015. "Combining thermal energy storage with buildings – a review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 42(C), pages 1305-1325.
    17. Jha, Sunil Kr. & Bilalovic, Jasmin & Jha, Anju & Patel, Nilesh & Zhang, Han, 2017. "Renewable energy: Present research and future scope of Artificial Intelligence," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 297-317.
    18. Piotr Michalak, 2022. "Thermal—Airflow Coupling in Hourly Energy Simulation of a Building with Natural Stack Ventilation," Energies, MDPI, vol. 15(11), pages 1-18, June.
    19. Ait Laasri, Imad & Es-sakali, Niima & Charai, Mouatassim & Mghazli, Mohamed Oualid & Outzourhit, Abdelkader, 2024. "Recent progress, limitations, and future directions of macro-encapsulated phase change materials for building applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 199(C).
    20. Zhang, Shuai & Yan, Yuying, 2023. "Energy, exergy and economic analysis of ceramic foam-enhanced molten salt as phase change material for medium- and high-temperature thermal energy storage," Energy, Elsevier, vol. 262(PA).

    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:gam:jsusta:v:15:y:2023:i:17:p:12863-:d:1225122. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.