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Multi-objective optimization of thermal performance of packed bed latent heat thermal storage system based on response surface method

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  • Gao, Long
  • Gegentana,
  • Liu, Zhongze
  • Sun, Baizhong
  • Che, Deyong
  • Li, Shaohua

Abstract

In this study, a simplified numerical model was developed to calculate the internal thermal distribution rules and thermal performance index of a packed bed latent heat thermal storage system (PBLHTES). The accuracy of the model was verified by comparing numerical results with experimental data. The response surface method (RSM) was applied to study and optimize the thermal performance of the PBLHTES. The quadratic regression model of three response indices was established based on 130 groups of Box–Behnken design (BBD) model scheme results, and rationality was verified through analysis of variance (ANOVA). The results showed the degree of influence of single factors and interactive factors on each performance index. The combined effect of the main interactive factors was analyzed in detail. The multi-objective optimized results indicated that effective heat storage time, effective heat storage, and exergy efficiency decreased by 30.24%, increased by 39.81%, and improved by 7.50%, respectively, compared with the basic working conditions before optimization.

Suggested Citation

  • Gao, Long & Gegentana, & Liu, Zhongze & Sun, Baizhong & Che, Deyong & Li, Shaohua, 2020. "Multi-objective optimization of thermal performance of packed bed latent heat thermal storage system based on response surface method," Renewable Energy, Elsevier, vol. 153(C), pages 669-680.
    • Handle: RePEc:eee:renene:v:153:y:2020:i:c:p:669-680
    DOI: 10.1016/j.renene.2020.01.157
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    1. Felix Regin, A. & Solanki, S.C. & Saini, J.S., 2009. "An analysis of a packed bed latent heat thermal energy storage system using PCM capsules: Numerical investigation," Renewable Energy, Elsevier, vol. 34(7), pages 1765-1773.
    2. Atinafu, Dimberu G. & Dong, Wenjun & Huang, Xiubing & Gao, Hongyi & Wang, Ge, 2018. "Introduction of organic-organic eutectic PCM in mesoporous N-doped carbons for enhanced thermal conductivity and energy storage capacity," Applied Energy, Elsevier, vol. 211(C), pages 1203-1215.
    3. de Gracia, Alvaro & Cabeza, Luisa F., 2017. "Numerical simulation of a PCM packed bed system: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 1055-1063.
    4. Yuan, Yanping & Zhang, Nan & Tao, Wenquan & Cao, Xiaoling & He, Yaling, 2014. "Fatty acids as phase change materials: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 29(C), pages 482-498.
    5. Pakrouh, R. & Hosseini, M.J. & Ranjbar, A.A. & Bahrampoury, R., 2017. "Thermodynamic analysis of a packed bed latent heat thermal storage system simulated by an effective packed bed model," Energy, Elsevier, vol. 140(P1), pages 861-878.
    6. Marti, Jan & Geissbühler, Lukas & Becattini, Viola & Haselbacher, Andreas & Steinfeld, Aldo, 2018. "Constrained multi-objective optimization of thermocline packed-bed thermal-energy storage," Applied Energy, Elsevier, vol. 216(C), pages 694-708.
    7. Dominković, D.F. & Bačeković, I. & Pedersen, A.S. & Krajačić, G., 2018. "The future of transportation in sustainable energy systems: Opportunities and barriers in a clean energy transition," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P2), pages 1823-1838.
    8. Li, Meng-Jie & Qiu, Yu & Li, Ming-Jia, 2018. "Cyclic thermal performance analysis of a traditional Single-Layered and of a novel Multi-Layered Packed-Bed molten salt Thermocline Tank," Renewable Energy, Elsevier, vol. 118(C), pages 565-578.
    9. Wu, Ming & Xu, Chao & He, Ya-Ling, 2014. "Dynamic thermal performance analysis of a molten-salt packed-bed thermal energy storage system using PCM capsules," Applied Energy, Elsevier, vol. 121(C), pages 184-195.
    10. Li, Ming-Jia & Jin, Bo & Ma, Zhao & Yuan, Fan, 2018. "Experimental and numerical study on the performance of a new high-temperature packed-bed thermal energy storage system with macroencapsulation of molten salt phase change material," Applied Energy, Elsevier, vol. 221(C), pages 1-15.
    11. Nallusamy, N. & Sampath, S. & Velraj, R., 2007. "Experimental investigation on a combined sensible and latent heat storage system integrated with constant/varying (solar) heat sources," Renewable Energy, Elsevier, vol. 32(7), pages 1206-1227.
    Full references (including those not matched with items on IDEAS)

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