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Optimization design of moving-bed thermochemical heat storage reactor based on neural network fitting and multi-objective genetic algorithm

Author

Listed:
  • Ye, H.
  • Yan, W.J.
  • He, Y.
  • Hao, S.
  • Wang, S.Q.
  • Tao, Y.B.

Abstract

Hydrated salt thermochemical heat storage technology plays an important role in solar building heating systems. To overcome the unstable energy input and output caused by traditional fixed-bed reactors, this paper proposes a continuous thermochemical heat storage and supply integrated system based on a moving-bed reactor using magnesium chloride hexahydrate. A numerical model for the coupled heat and mass transfer and thermochemical heat storage process of moving-bed reactor is developed. The effects of fluid and solid inlet velocities, and reaction-zone width on reaction conversion, heat exchange efficiency, and energy storage rate are analyzed. It is found that these parameters have significant and complicated effects on the overall performance. To obtain the optimal overall performance, parameter optimization is further performed based on neural-network fitting and a multi-objective genetic algorithm. The results show that when the fluid velocity is 1.367 m s−1, solid velocity is 0.000098 m s−1, and reaction-zone width is 0.065 m, the reactor achieves the optimal overall performance with reaction conversion of 0.875, heat exchange efficiency of 0.682, and heat storage rate of 192.37 W. The heat storage rate is increased by 30.5 % while the reaction conversion and heat exchange efficiency remain nearly unchanged compared with the base case.

Suggested Citation

  • Ye, H. & Yan, W.J. & He, Y. & Hao, S. & Wang, S.Q. & Tao, Y.B., 2026. "Optimization design of moving-bed thermochemical heat storage reactor based on neural network fitting and multi-objective genetic algorithm," Renewable Energy, Elsevier, vol. 259(C).
  • Handle: RePEc:eee:renene:v:259:y:2026:i:c:s096014812502703x
    DOI: 10.1016/j.renene.2025.125039
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    References listed on IDEAS

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    1. Ye, H. & Tao, Y.B. & Wu, Z.H., 2022. "Performance improvement of packed bed thermochemical heat storage by enhancing heat transfer and vapor transmission," Applied Energy, Elsevier, vol. 326(C).
    2. Aydin, Devrim & Casey, Sean P. & Riffat, Saffa, 2015. "The latest advancements on thermochemical heat storage systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 356-367.
    3. Wang, Mengyi & Chen, Li & Zhou, Yuhao & Tao, Wen-Quan, 2022. "Numerical simulation of the calcium hydroxide/calcium oxide system dehydration reaction in a shell-tube reactor," Applied Energy, Elsevier, vol. 312(C).
    4. Pardo, P. & Deydier, A. & Anxionnaz-Minvielle, Z. & Rougé, S. & Cabassud, M. & Cognet, P., 2014. "A review on high temperature thermochemical heat energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 32(C), pages 591-610.
    5. Bai, Xiao-Shuai & Yang, Wei-Wei & Tang, Xin-Yuan & Dai, Zhou-Qiao & Yang, Fu-Sheng, 2022. "Parametric optimization of coupled fin-metal foam metal hydride bed towards enhanced hydrogen absorption performance of metal hydride hydrogen storage device," Energy, Elsevier, vol. 243(C).
    6. Ürge-Vorsatz, Diana & Cabeza, Luisa F. & Serrano, Susana & Barreneche, Camila & Petrichenko, Ksenia, 2015. "Heating and cooling energy trends and drivers in buildings," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 85-98.
    7. N'Tsoukpoe, K. Edem & Liu, Hui & Le Pierrès, Nolwenn & Luo, Lingai, 2009. "A review on long-term sorption solar energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(9), pages 2385-2396, December.
    8. Humbert, Gabriele & Ding, Yulong & Sciacovelli, Adriano, 2022. "Combined enhancement of thermal and chemical performance of closed thermochemical energy storage system by optimized tree-like heat exchanger structures," Applied Energy, Elsevier, vol. 311(C).
    9. Tatsidjodoung, Parfait & Le Pierrès, Nolwenn & Luo, Lingai, 2013. "A review of potential materials for thermal energy storage in building applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 327-349.
    10. Liu, Ming & Steven Tay, N.H. & Bell, Stuart & Belusko, Martin & Jacob, Rhys & Will, Geoffrey & Saman, Wasim & Bruno, Frank, 2016. "Review on concentrating solar power plants and new developments in high temperature thermal energy storage technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 53(C), pages 1411-1432.
    11. Fopah Lele, Armand & Kuznik, Frédéric & Rammelberg, Holger U. & Schmidt, Thomas & Ruck, Wolfgang K.L., 2015. "Thermal decomposition kinetic of salt hydrates for heat storage systems," Applied Energy, Elsevier, vol. 154(C), pages 447-458.
    12. Zondag, Herbert & Kikkert, Benjamin & Smeding, Simon & Boer, Robert de & Bakker, Marco, 2013. "Prototype thermochemical heat storage with open reactor system," Applied Energy, Elsevier, vol. 109(C), pages 360-365.
    13. Luo, Xinyi & Li, Wei & Zhang, Lianjie & Zeng, Min & Klemeš, Jirí Jaromír & Wang, Qiuwang, 2023. "Effects evaluation of Fin layouts and configurations on discharging performance of double-pipe thermochemical energy storage reactor," Energy, Elsevier, vol. 282(C).
    14. Huang, Wei & Korba, David & Randhir, Kelvin & Petrasch, Joerg & Klausner, James & AuYeung, Nick & Li, Like, 2022. "Thermochemical reduction modeling in a high-temperature moving-bed reactor for energy storage: 1D model," Applied Energy, Elsevier, vol. 306(PB).
    15. Fang, Wenchao & Chen, Sheng & Xu, Jingying & Zeng, Kuo, 2021. "Predicting heat transfer coefficient of a shell-and-plate, moving packed-bed particle-to-sCO2 heat exchanger for concentrating solar power," Energy, Elsevier, vol. 217(C).
    16. Li, Zhi-Sheng & Zhang, Guo-Qiang & Li, Dong-Mei & Zhou, Jin & Li, Li-Juan & Li, Li-Xin, 2007. "Application and development of solar energy in building industry and its prospects in China," Energy Policy, Elsevier, vol. 35(8), pages 4121-4127, August.
    17. Korba, David & Huang, Wei & Randhir, Kelvin & Petrasch, Joerg & Klausner, James & AuYeung, Nick & Li, Like, 2022. "A continuum model for heat and mass transfer in moving-bed reactors for thermochemical energy storage," Applied Energy, Elsevier, vol. 313(C).
    18. Wang, Mengyi & Chen, Li & He, Pu & Tao, Wen-Quan, 2019. "Numerical study and enhancement of Ca(OH)2/CaO dehydration process with porous channels embedded in reactors," Energy, Elsevier, vol. 181(C), pages 417-428.
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