Data-Driven RANS Modeling of Hypersonic Shock/Boundary Layer Interactions

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

This paper presents the development and testing of a variable structure factor (shear stress anisotropy) model used to modify the Menter SST turbulence model to render it more accurate for hypersonic shock/boundary layer interactions (SBLIs) The model is constructed using ‘exact’ distributions of the structure factor extracted from prior LES-type simulations of several canonical hypersonic SBLIs (axisymmetric cylinder/flare interactions, impinging shock interactions, and crossing shock interactions) and is based on an equation learning neural net method. The output is a flow-dependent model that replaces the constant value of the structure factor (0.31) that is used in the Menter SST formulation. Testing a suite of hypersonic SBLIs cases shows the new formulation provides significant gains in accuracy to the extent of axial separation and peak heat transfer for stronger interactions. The model does not perform quite as well for weaker interactions, producing results very similar to Menter’s baseline (BSL) model.

Original languageEnglish
Title of host publicationAIAA SciTech Forum and Exposition, 2024
PublisherAmerican Institute of Aeronautics and Astronautics Inc, AIAA
ISBN (Print)9781624107115
DOIs
StatePublished - 2024
EventAIAA SciTech Forum and Exposition, 2024 - Orlando, United States
Duration: Jan 8 2024Jan 12 2024

Publication series

NameAIAA SciTech Forum and Exposition, 2024

Conference

ConferenceAIAA SciTech Forum and Exposition, 2024
Country/TerritoryUnited States
CityOrlando
Period01/8/2401/12/24

Funding

This work is supported by the DoD HPCMP Hypersonic Vehicle Simulation Institute under Cooperative Agreement FA7000-19-2-0004 (TPOC: Dr. Russell Cummings, USAFA). Computer time on NASA’s Pleiades architecture was obtained from NASA’s Aeronautics Mission Directorate, through Space Act Agreement SAA1-23398, Annex 4, between NASA Langley Research Center and North Carolina State University.

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