A latent-space reduced-order model using autoencoders and learned dynamics enables Bayesian recovery of initial density and pressure in Sod shock tube simulations, with posterior uncertainty contracting substantially as observation density increases.
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Fifty years of shock-wave/boundary-layer interaction research: What next?
2 Pith papers cite this work, alongside 1,096 external citations. Polarity classification is still indexing.
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Experiments on a 3D expansion-compression cone at Mach 5-8 show that increasing Reynolds number shrinks the separation bubble while Mach-8 relaminarization prevents fully turbulent interaction and alters flapping and breathing motions.
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The impact of observation density on Bayesian inversion of latent dynamics in shock-dominated flows
A latent-space reduced-order model using autoencoders and learned dynamics enables Bayesian recovery of initial density and pressure in Sod shock tube simulations, with posterior uncertainty contracting substantially as observation density increases.
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Hypersonic Shock-Wave/Boundary-Layer Interaction on a Three-Dimensional Expansion-Compression Geometry
Experiments on a 3D expansion-compression cone at Mach 5-8 show that increasing Reynolds number shrinks the separation bubble while Mach-8 relaminarization prevents fully turbulent interaction and alters flapping and breathing motions.