Conditional RealNVP normalizing flows trained with a detailed-balance loss on MD data yield a gas-surface scattering kernel valid from thermal to hypersonic velocities for VLEO multi-bounce modeling.
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Philosophical Transactions of the Royal Society of London 170, 231–256
3 Pith papers cite this work, alongside 1,258 external citations. Polarity classification is still indexing.
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2026 3representative citing papers
Prescribed wall heating in a rarefied converging-diverging micro-nozzle increases specific impulse from 156 s to 201 s by thermal and pressure thrust gains that exceed the mass-flow penalty from increased blockage.
GKS with kinetic boundary conditions produces aerodynamic predictions for near-continuum hypersonic flows that match experiments and DSMC data more closely than Navier-Stokes solvers using Maxwell slip conditions.
citing papers explorer
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Conditional Normalizing Flow for Gas-Surface Scattering from Thermal to Hypersonic Velocities
Conditional RealNVP normalizing flows trained with a detailed-balance loss on MD data yield a gas-surface scattering kernel valid from thermal to hypersonic velocities for VLEO multi-bounce modeling.
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Prescribed Wall-Heat-Flux Control of Blockage and Impulse in a Rarefied Micro-Nozzle
Prescribed wall heating in a rarefied converging-diverging micro-nozzle increases specific impulse from 156 s to 201 s by thermal and pressure thrust gains that exceed the mass-flow penalty from increased blockage.
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On the Applicability of the Gas-Kinetic Scheme with Kinetic Boundary Conditions for Near-Continuum Hypersonic Flows
GKS with kinetic boundary conditions produces aerodynamic predictions for near-continuum hypersonic flows that match experiments and DSMC data more closely than Navier-Stokes solvers using Maxwell slip conditions.