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Dynamic characteristics and real-time control of a particle-to-sCO2 moving bed heat exchanger assisted by BP neural network

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  • Fang, Wenchao
  • Chen, Sheng
  • Shi, Shuo

Abstract

The transient response of a particle-to-sCO2 moving bed heat exchanger (MBHE) is investigated by a continuum model when perturbations are applied to the particle inlet temperature, sCO2 inlet temperature, and the sCO2 mass flow rate. Upon disturbance, the outlet temperatures of the sCO2 and particle flows deviate from the designed values and gradually approach a new steady state. The transient process can be described by exponential functions when the disturbance is applied to one of the input parameters while the transition becomes unpredictable when multiple input parameters are simultaneously varied. Two real-time control strategies are then adopted to maintain the sCO2 outlet temperature at its designed value. In strategy 1, the particle flow rate is adjusted; In strategy 2, the sCO2 flow is divided into two branches: one branch flows through the heat exchanger for heating, and the other enters a bypass. The values of the adjusting parameters are instantly determined based on the BP neural network. By setting 50 random disturbance cases, we demonstrate that the control strategy based on sCO2 bypass and BP neural network can effectively make the outlet temperatures of particle and sCO2 flows reach their designed values with minimal deviations.

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  • Fang, Wenchao & Chen, Sheng & Shi, Shuo, 2022. "Dynamic characteristics and real-time control of a particle-to-sCO2 moving bed heat exchanger assisted by BP neural network," Energy, Elsevier, vol. 256(C).
    • Handle: RePEc:eee:energy:v:256:y:2022:i:c:s0360544222015006
    DOI: 10.1016/j.energy.2022.124597
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    References listed on IDEAS

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    1. Tan, Taide & Chen, Yitung, 2010. "Review of study on solid particle solar receivers," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(1), pages 265-276, January.
    2. Singh, Rajinesh & Miller, Sarah A. & Rowlands, Andrew S. & Jacobs, Peter A., 2013. "Dynamic characteristics of a direct-heated supercritical carbon-dioxide Brayton cycle in a solar thermal power plant," Energy, Elsevier, vol. 50(C), pages 194-204.
    3. Hojjat, Mohammad, 2020. "Nanofluids as coolant in a shell and tube heat exchanger: ANN modeling and multi-objective optimization," Applied Mathematics and Computation, Elsevier, vol. 365(C).
    4. Jiang, Yuan & Liese, Eric & Zitney, Stephen E. & Bhattacharyya, Debangsu, 2018. "Design and dynamic modeling of printed circuit heat exchangers for supercritical carbon dioxide Brayton power cycles," Applied Energy, Elsevier, vol. 231(C), pages 1019-1032.
    5. Fernández-Torrijos, M. & Albrecht, K.J. & Ho, C.K., 2018. "Dynamic modeling of a particle/supercritical CO2 heat exchanger for transient analysis and control," Applied Energy, Elsevier, vol. 226(C), pages 595-606.
    6. 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).
    7. Luu, Minh Tri & Milani, Dia & McNaughton, Robbie & Abbas, Ali, 2017. "Dynamic modelling and start-up operation of a solar-assisted recompression supercritical CO2 Brayton power cycle," Applied Energy, Elsevier, vol. 199(C), pages 247-263.
    8. Jiang, Kaijun & Du, Xiaoze & Zhang, Qiang & Kong, Yanqiang & Xu, Chao & Ju, Xing, 2021. "Review on gas-solid fluidized bed particle solar receivers applied in concentrated solar applications: Materials, configurations and methodologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
    9. Luu, Minh Tri & Milani, Dia & McNaughton, Robbie & Abbas, Ali, 2017. "Analysis for flexible operation of supercritical CO2 Brayton cycle integrated with solar thermal systems," Energy, Elsevier, vol. 124(C), pages 752-771.
    10. Iverson, Brian D. & Conboy, Thomas M. & Pasch, James J. & Kruizenga, Alan M., 2013. "Supercritical CO2 Brayton cycles for solar-thermal energy," Applied Energy, Elsevier, vol. 111(C), pages 957-970.
    11. Sinan Uguz & Osman Ipek, 2022. "Prediction of the parameters affecting the performance of compact heat exchangers with an innovative design using machine learning techniques," Journal of Intelligent Manufacturing, Springer, vol. 33(5), pages 1393-1417, June.
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    2. Gan, Di & Zhu, Peiwang & Xu, Haoran & Xie, Xiangyu & Chai, Fengyuan & Gong, Jueyuan & Li, Jiasong & Xiao, Gang, 2023. "Experimental and simulation study of Mn–Fe particles in a controllable-flow particle solar receiver for high-temperature thermochemical energy storage," Energy, Elsevier, vol. 282(C).

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