A novel lightweight neural network where atmospheric physics is embedded directly into the network structure, not merely the loss function. Four stability-regime expert sub-networks are dynamically gated by a learned Monin-Obukhov classifier, while an analytical backbone provides zero-parameter TKE estimation that the neural residual refines.
Output turbulence corrections are derived via Kolmogorov spectral constraint defining physically consistent energy cascade scaling across all atmospheric regimes from convective boundary layer through stratospheric cruise.
6-DoF missile flight simulation with real-time ML turbulence correction
Global atmospheric turbulence analysis across 8 flight levels