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Neural network-based adaptive fault-tolerant control for load following of a MHTGR with prescribed performance and CRDM faults

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  • Hui, Jiuwu
  • Yuan, Jingqi

Abstract

A neural network-based adaptive fault-tolerant control scheme (NN-AFTCS) for load following of a modular high-temperature gas-cooled reactor (MHTGR) system possessing parameter uncertainties, exogenous disturbances, and control rod drive mechanism (CRDM) faults, capable of guaranteeing prescribed performance is developed in this paper. From practical point of view, the mathematical model of the MHTGR system is first described with consideration of total CRDM fault effects together with lumped uncertainties that consist of parameter uncertainties, exogenous disturbances, and unmeasured states, where the unknown values of both time-varying total CRDM fault effects and lumped uncertainties are approximated by utilizing the radial basis function neural network (RBFNN) owing to its online learning capability. After that, with the help of the RBFNN, a fault-tolerant controller is proposed to compensate the adverse effects of the CRDM faults and lumped uncertainties, while at the same time achieving prescribed performance guarantees by invoking error transformation technique. Moreover, the dynamic surface control technique is also employed such that the problem of “explosion of complexity” existing in the conventional backstepping is averted. With Lyapunov stability theorem, it is proved that the load following error in the closed-loop MHTGR system would converge to a small residual set within a finite time. At last, simulation and comparison results confirm that the proposed NN-AFTCS exhibits higher load following accuracy, better CRDM fault-tolerant capability, and stronger robustness against lumped uncertainties than a disturbance observer-sliding mode controller and an active disturbance rejection controller.

Suggested Citation

  • Hui, Jiuwu & Yuan, Jingqi, 2022. "Neural network-based adaptive fault-tolerant control for load following of a MHTGR with prescribed performance and CRDM faults," Energy, Elsevier, vol. 257(C).
    • Handle: RePEc:eee:energy:v:257:y:2022:i:c:s0360544222015663
    DOI: 10.1016/j.energy.2022.124663
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    References listed on IDEAS

    as
    1. Park, Jin Young & Lim, In Seop & Choi, Eun Jung & Kim, Min Soo, 2021. "Fault diagnosis of thermal management system in a polymer electrolyte membrane fuel cell," Energy, Elsevier, vol. 214(C).
    2. Dong, Zhe & Pan, Yifei & Zhang, Zuoyi & Dong, Yujie & Huang, Xiaojin, 2018. "Dynamical modeling and simulation of the six-modular high temperature gas-cooled reactor plant HTR-PM600," Energy, Elsevier, vol. 155(C), pages 971-991.
    3. Locatelli, Giorgio & Boarin, Sara & Fiordaliso, Andrea & Ricotti, Marco E., 2018. "Load following of Small Modular Reactors (SMR) by cogeneration of hydrogen: A techno-economic analysis," Energy, Elsevier, vol. 148(C), pages 494-505.
    4. Hassan, Syed Tauseef & Khan, Danish & Zhu, Bangzhu & Batool, Bushra, 2022. "Is public service transportation increase environmental contamination in China? The role of nuclear energy consumption and technological change," Energy, Elsevier, vol. 238(PC).
    5. Jiang, Di & Dong, Zhe, 2019. "Practical dynamic matrix control of MHTGR-based nuclear steam supply systems," Energy, Elsevier, vol. 185(C), pages 695-707.
    6. Locatelli, Giorgio & Boarin, Sara & Pellegrino, Francesco & Ricotti, Marco E., 2015. "Load following with Small Modular Reactors (SMR): A real options analysis," Energy, Elsevier, vol. 80(C), pages 41-54.
    7. Park, Joo Hyun & Park, Hyun Sun & Kwon, Jin Gyu & Kim, Tae Ho & Kim, Moo Hwan, 2018. "Optimization and thermodynamic analysis of supercritical CO2 Brayton recompression cycle for various small modular reactors," Energy, Elsevier, vol. 160(C), pages 520-535.
    8. Dong, Zhe & Pan, Yifei & Zhang, Zuoyi & Dong, Yujie & Huang, Xiaojin, 2017. "Model-free adaptive control law for nuclear superheated-steam supply systems," Energy, Elsevier, vol. 135(C), pages 53-67.
    9. Li, Tenghui & Liu, Xiaolei & Lin, Zi & Morrison, Rory, 2022. "Ensemble offshore Wind Turbine Power Curve modelling – An integration of Isolation Forest, fast Radial Basis Function Neural Network, and metaheuristic algorithm," Energy, Elsevier, vol. 239(PD).
    10. Li, Gang & Wang, Xueqian & Liang, Bin & Li, Xiu & Zhang, Bo & Zou, Yu, 2016. "Modeling and control of nuclear reactor cores for electricity generation: A review of advanced technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 116-128.
    11. Hui, Jiuwu & Yuan, Jingqi, 2021. "Chattering-free higher order sliding mode controller with a high-gain observer for the load following of a pressurized water reactor," Energy, Elsevier, vol. 223(C).
    12. Dong, Zhe & Zhang, Zuoyi & Dong, Yujie & Huang, Xiaojin, 2018. "Multi-layer perception based model predictive control for the thermal power of nuclear superheated-steam supply systems," Energy, Elsevier, vol. 151(C), pages 116-125.
    13. Jiang, Di & Dong, Zhe, 2020. "Dynamic matrix control for thermal power of multi-modular high temperature gas-cooled reactor plants," Energy, Elsevier, vol. 198(C).
    14. Prodan, Ionela & Zio, Enrico & Stoican, Florin, 2015. "Fault tolerant predictive control design for reliable microgrid energy management under uncertainties," Energy, Elsevier, vol. 91(C), pages 20-34.
    15. Ma, Quan & Wei, Xinyu & Qing, Junyan & Jiao, Wen & Xu, Risheng, 2019. "Load following of SMR based on a flexible load," Energy, Elsevier, vol. 183(C), pages 733-746.
    16. Wang, Pengfei & Chen, Zhi & Liao, Longtao & Wan, Jiashuang & Wu, Shifa, 2020. "A multiple-model based internal model control method for power control of small pressurized water reactors," Energy, Elsevier, vol. 210(C).
    17. Hui, Jiuwu & Yuan, Jingqi, 2022. "Load following control of a pressurized water reactor via finite-time super-twisting sliding mode and extended state observer techniques," Energy, Elsevier, vol. 241(C).
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