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Investigation on the thermal control and performance of PCM–porous media-integrated heat sink systems: Deep neural network modelling employing experimental correlations

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  • Rehman, Tauseef-ur
  • Sajjad, Uzair
  • Lamrani, Bilal
  • Shahsavar, Amin
  • Ali, Hafiz Muhammad
  • Yan, Wei-Mon
  • Park, Cheol Woo

Abstract

Phase change material (PCM)-based heat sinks can offer reliable and effective thermal management (TM) solutions for increasingly sophisticated applications. A critical aspect of such heat sinks is determining how long it takes them to reach a set-point temperature. However, no generalised method exists in the literature that can predict and interpret the thermal performance of a wide range of PCM–porous media-integrated heat sinks. In this regard, this study examines the heat transfer characteristics of PCM-based heat sinks integrated with various metallic foams through experimental and deep learning (DL) techniques. The experiments are performed for transient TM analysis of various PCM-based heat sinks. Diverse variables, including foam porosity (0.95–0.97), PCM fraction (0.6–0.8), heat flux (0.8–2.4 kW/m2), foam materials (Fe–Ni alloy, Ni and copper) and PCM type (RT-35HC, RT-44HC, RT-54HC and paraffin wax), are investigated in this study. The experimental data are fed to the optimal DL model using the Bayesian surrogate model-tuned hyperparameters. Utilising a correlation analysis, as exemplified by the heat map and correlation plot, in conjunction with explainable artificial intelligence, it has been deduced that the thermal performance of the heat sink is principally influenced by factors such as PCM type, PCM fraction, foam material, foam porosity, and heat flux. Comparing the model's predicted data with the empirical findings, a good agreement was observed. Specifically, the mean absolute error (MAE) for the anticipated temperature and gradient registered at 0.0438 and 0.0054, whilst the mean square error (MSE) manifested values of 0.0579 and 0.0087, respectively. The proposed model can accurately assess the heat sink's thermal performance (correlation coefficient, R2 = 0.99) for various PCM types, fractions, foam materials, applied heat flux and foam porosity.

Suggested Citation

  • Rehman, Tauseef-ur & Sajjad, Uzair & Lamrani, Bilal & Shahsavar, Amin & Ali, Hafiz Muhammad & Yan, Wei-Mon & Park, Cheol Woo, 2024. "Investigation on the thermal control and performance of PCM–porous media-integrated heat sink systems: Deep neural network modelling employing experimental correlations," Renewable Energy, Elsevier, vol. 220(C).
    • Handle: RePEc:eee:renene:v:220:y:2024:i:c:s0960148123016348
    DOI: 10.1016/j.renene.2023.119719
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    References listed on IDEAS

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    1. Zhou, D. & Zhao, C.Y. & Tian, Y., 2012. "Review on thermal energy storage with phase change materials (PCMs) in building applications," Applied Energy, Elsevier, vol. 92(C), pages 593-605.
    2. Hu, Xusheng & Gong, Xiaolu & Zhu, Feng & Xing, Xiaodong & Li, Zhongru & Zhang, Xiaoxia, 2023. "Thermal analysis and optimization of metal foam PCM-based heat sink for thermal management of electronic devices," Renewable Energy, Elsevier, vol. 212(C), pages 227-237.
    3. Hamid, Khalid & Sajjad, Uzair & Yang, Kai Shing & Wu, Shih-Kuo & Wang, Chi-Chuan, 2022. "Assessment of an energy efficient closed loop heat pump dryer for high moisture contents materials: An experimental investigation and AI based modelling," Energy, Elsevier, vol. 238(PB).
    4. Ahmad, Tanveer & Madonski, Rafal & Zhang, Dongdong & Huang, Chao & Mujeeb, Asad, 2022. "Data-driven probabilistic machine learning in sustainable smart energy/smart energy systems: Key developments, challenges, and future research opportunities in the context of smart grid paradigm," Renewable and Sustainable Energy Reviews, Elsevier, vol. 160(C).
    5. Fei, Zicheng & Yang, Fangfang & Tsui, Kwok-Leung & Li, Lishuai & Zhang, Zijun, 2021. "Early prediction of battery lifetime via a machine learning based framework," Energy, Elsevier, vol. 225(C).
    6. Yuan, Yanping & Zhang, Nan & Li, Tianyu & Cao, Xiaoling & Long, Weiyue, 2016. "Thermal performance enhancement of palmitic-stearic acid by adding graphene nanoplatelets and expanded graphite for thermal energy storage: A comparative study," Energy, Elsevier, vol. 97(C), pages 488-497.
    7. Hussain, Abid & Tso, C.Y. & Chao, Christopher Y.H., 2016. "Experimental investigation of a passive thermal management system for high-powered lithium ion batteries using nickel foam-paraffin composite," Energy, Elsevier, vol. 115(P1), pages 209-218.
    8. Xiao, X. & Zhang, P. & Li, M., 2013. "Preparation and thermal characterization of paraffin/metal foam composite phase change material," Applied Energy, Elsevier, vol. 112(C), pages 1357-1366.
    9. Golestaneh, Seyyed Iman & Karimi, Gholamreza & Babapoor, Aziz & Torabi, Farshid, 2018. "Thermal performance of co-electrospun fatty acid nanofiber composites in the presence of nanoparticles," Applied Energy, Elsevier, vol. 212(C), pages 552-564.
    10. Hamidi, E. & Ganesan, P.B. & Sharma, R.K. & Yong, K.W., 2023. "Computational study of heat transfer enhancement using porous foams with phase change materials: A comparative review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).
    11. Zhao, C.Y. & Tao, Y.B. & Yu, Y.S., 2022. "Thermal conductivity enhancement of phase change material with charged nanoparticle: A molecular dynamics simulation," Energy, Elsevier, vol. 242(C).
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