Latest Research in Model Reduction and Neural Networks

22 research papers · 2026 median publication year

Top Research Topics in Model Reduction and Neural Networks

Highest-Cited Papers

  1. Virtual sensing to enable real-time monitoring of inaccessible locations & unmeasurable parameters
  2. Initiation of parallel twin-starting jets with temporal or spatial differences
  3. Physics-informed neural networks for rapid flow field reconstruction in fluidized bed drying
  4. Mean flow scaling in stably stratified temporally developing turbulent boundary layers
  5. Alignment response time for non-spherical particles in turbulence
  6. Thermal-flow field prediction in energy-equipment components using a physics-guided conditional diffusion framework: validation on compressor mufflers
  7. Scale-dependent convection velocities of passive scalar structures in wall-bounded turbulence
  8. Simulation of Dripping Faucet Chaos Based on Physics-Informed Neural Networks
  9. Note on flow structure near the corner of a wedge
  10. The dynamics of violent-sloshing flows: a numerical study on the genesis and lifespan of turbulent eddies
  11. Nonlinear buckling of a floating fluid film
  12. A Semi-Implicit Variational Multiscale Formulation for the Incompressible Navier-Stokes Equations via Exact Adjoint Linearization
  13. Maintenance of a columnar vortex by inertial waves in rotational turbulence
  14. Lagrangian dynamics and spatial distribution of particles in rotating turbulence
  15. Elastic turbulence in straight confined geometries
  16. Hypersonic Turbulent Boundary-Layer Density Fluctuations: Direct Numerical Simulation, Focused Laser Differential Interferometry
  17. Super-Resolution Initialization of High-Fidelity CFD Simulations for Pebble-Bed Reactors
  18. Is No-Slip Necessary for Vorticity Generation and Shedding over a Circular Cylinder?
  19. Buoyancy-induced velocity dip in turbulent open Poiseuille--Rayleigh--Bénard convection
  20. Geometry-native machine learning reconstruction of DSMC moment fields with support monitoring
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L3 Region - - 2026 Sep Q3

Model Reduction and Neural Networks

22 papers

Top Topics (10)

Fluid Dynamics9
Model Reduction and Neural Networks2
Particle Dynamics in Fluid Flows2
Fluid Dynamics and Turbulent Flows2
Aerodynamics and Acoustics in Jet Flows1
Granular flow and fluidized beds1
Turbomachinery Performance and Optimization1
Fluid dynamics and aerodynamics studies1
Fluid Dynamics Simulations and Interactions1
Fluid Dynamics and Thin Films1

Top Publications (20)

1.Virtual sensing to enable real-time monitoring of inaccessible locations & unmeasurable parameters2.Initiation of parallel twin-starting jets with temporal or spatial differences3.Physics-informed neural networks for rapid flow field reconstruction in fluidized bed drying4.Mean flow scaling in stably stratified temporally developing turbulent boundary layers5.Alignment response time for non-spherical particles in turbulence6.Thermal-flow field prediction in energy-equipment components using a physics-guided conditional diffusion framework: validation on compressor mufflers7.Scale-dependent convection velocities of passive scalar structures in wall-bounded turbulence8.Simulation of Dripping Faucet Chaos Based on Physics-Informed Neural Networks9.Note on flow structure near the corner of a wedge10.The dynamics of violent-sloshing flows: a numerical study on the genesis and lifespan of turbulent eddies11.Nonlinear buckling of a floating fluid film12.A Semi-Implicit Variational Multiscale Formulation for the Incompressible Navier-Stokes Equations via Exact Adjoint Linearization13.Maintenance of a columnar vortex by inertial waves in rotational turbulence14.Lagrangian dynamics and spatial distribution of particles in rotating turbulence15.Elastic turbulence in straight confined geometries16.Hypersonic Turbulent Boundary-Layer Density Fluctuations: Direct Numerical Simulation, Focused Laser Differential Interferometry17.Super-Resolution Initialization of High-Fidelity CFD Simulations for Pebble-Bed Reactors18.Is No-Slip Necessary for Vorticity Generation and Shedding over a Circular Cylinder?19.Buoyancy-induced velocity dip in turbulent open Poiseuille--Rayleigh--Bénard convection20.Geometry-native machine learning reconstruction of DSMC moment fields with support monitoring
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