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    Assessment of High-Temperature Effects on Hypersonic Aerothermoelastic Analysis using Multi-Fidelity Multi-Variate Surrogates

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    st21_ht_m2gpr.pdf
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    Final Accepted Manuscript
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    Author
    Sadagopan, Aravinth
    Huang, Daning
    Duzel, Umran
    Martin, Liza E.
    Hanquist, Kyle M.
    Affiliation
    University of Arizona
    Issue Date
    2021-01-04
    
    Metadata
    Show full item record
    Publisher
    American Institute of Aeronautics and Astronautics
    Citation
    Sadagopan, A., Huang, D., Duzel, U., Martin, L. E., & Hanquist, K. M. (2021). Assessment of High-Temperature Effects on Hypersonic Aerothermoelastic Analysis using Multi-Fidelity Multi-Variate Surrogates. In AIAA Scitech 2021 Forum (p. 1610).
    Journal
    AIAA Scitech 2021 Forum
    Rights
    Copyright © 2021 by Aravinth Sadagopan, Daning Huang, Ümran Düzel, Martin E. Liza, Kyle M. Hanquist. Published by the American Institute of Aeronautics and Astronautics, Inc., with permission.
    Collection Information
    This item from the UA Faculty Publications collection is made available by the University of Arizona with support from the University of Arizona Libraries. If you have questions, please contact us at repository@u.library.arizona.edu.
    Abstract
    This study investigates the impact of the high-temperature effect, esp. the real gas effect and the chemical reactions, on hypersonic aerothermodynamic solutions of double cone and double wedge configurations, as well as the aerothermoelastic behavior of a double wedge configuration in hypersonic flow. First, a high-temperature computational fluid dynamics code was benchmarked and correlated with experimental results, emphasizing the impact of high-temperature effects as well as turbulence modeling on heat flux prediction. Subsequently, an aerothermal surrogate based on the multi-fidelity Gaussian process regression method was developed. The model achieves a balance between model accuracy and computational cost of sample generation, using the combination of a few high-fidelity sample and many low-fidelity samples. Finally, the new aerothermal surrogate was applied to study the impact of the hightemperature effect on the aerothermoelastic response of a hypersonic skin panel, emphasizing the necessity of the accurate characterization of the localized heat flux for reasonable assessment of the response of a compliant structure in high-speed high-temperature flowfield.
    DOI
    10.2514/6.2021-1610
    Version
    Final accepted manuscript
    ae974a485f413a2113503eed53cd6c53
    10.2514/6.2021-1610
    Scopus Count
    Collections
    UA Faculty Publications

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