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Modeling of Scramjet Combustors Based on Model Migration and Process Similarity

Author

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  • Tao Cui

    (School of Aeronautics and Astronautics, Zhejiang University, Hangzhou 310027, China)

  • Yang Ou

    (College of Aerospace Science and Engineering, National University of Defense Technology, Changsha 410073, China)

Abstract

Contributed by the low cost, the simulation method is considered an attractive option for the optimization and design of the supersonic combustor. Unfortunately, accurate and satisfactory modeling is time-consuming and cost-consuming because of the complex processes and various working conditions. To address this issue, a mathematical modeling for the combustor on the basis of the clustering algorithm, machine learning algorithm, and model migration strategy is developed in this paper. A general framework for the migration strategy of the combustor model is proposed among the similar combustors, and the base model, which is developed by training the machine learning model with data from the existing combustion processes, is amended to fit the unexampled combustor using the model migration strategy with a few data. The simulation results validate the effectiveness of the development strategy, and the migrated model is proved to be suitable for the new combustor in higher accuracy with less time and calculation.

Suggested Citation

  • Tao Cui & Yang Ou, 2019. "Modeling of Scramjet Combustors Based on Model Migration and Process Similarity," Energies, MDPI, vol. 12(13), pages 1-12, June.
    • Handle: RePEc:gam:jeners:v:12:y:2019:i:13:p:2516-:d:244396
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    References listed on IDEAS

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    1. Karol Tucki & Remigiusz Mruk & Olga Orynycz & Andrzej Wasiak & Katarzyna Botwińska & Arkadiusz Gola, 2019. "Simulation of the Operation of a Spark Ignition Engine Fueled with Various Biofuels and Its Contribution to Technology Management," Sustainability, MDPI, vol. 11(10), pages 1-17, May.
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    Cited by:

    1. Xu, Qing & Li, Haowei & Feng, Yaoxun & Li, Xiaoning & Ling, Changming & Zhou, Chaoying & Qin, Jiang, 2020. "Dynamic thermo-physical characteristics of high temperature gaseous hydrocarbon fuel thermal power generation for regeneratively cooled hypersonic propulsion system," Energy, Elsevier, vol. 211(C).
    2. Fan Li & Mingbo Sun & Zun Cai & Yong Chen & Yongchao Sun & Fei Li & Jiajian Zhu, 2020. "Effects of Additional Cavity Floor Injection on the Ignition and Combustion Processes in a Mach 2 Supersonic Flow," Energies, MDPI, vol. 13(18), pages 1-17, September.
    3. Paweł Tomtas & Amadeusz Skwiot & Elżbieta Sobiecka & Andrzej Obraniak & Katarzyna Ławińska & Tomasz P. Olejnik, 2021. "Bench Tests and CFD Simulations of Liquid–Gas Phase Separation Modeling with Simultaneous Liquid Transport and Mechanical Foam Destruction," Energies, MDPI, vol. 14(6), pages 1-14, March.

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