Latest Research in Model Reduction and Neural Networks

32 research papers · 2026 median publication year

Top Research Topics in Model Reduction and Neural Networks

Highest-Cited Papers

  1. Feynman Sprinkler: Eppur si muove
  2. Steady-blowing jet control of a finite-length square cylinder at high reynolds number: Turbulence characteristics and DRL-based adaptive drag reduction
  3. A fast prediction approach for airfoil flow field based on the deep neural network framework
  4. Shock–vortex interaction in transonic flow around a circular cylinder
  5. Lattice Boltzmann method based investigation of flow regime transitions and aerodynamic force modulation in tandem square cylinders with oscillatory inflow
  6. Phase-field analysis of fracture in casing–cement–rock wellbore systems: Effects of casing eccentricity and cement–rock interface strength
  7. POD-LSTM based rapid prediction of water-exit forces on a NACA 4412 hydrofoil
  8. High-fidelity computational fluid dynamics driven by exploratory active incremental learning: Characterizing oscillating cylinders from subcritical to critical Reynolds numbers
  9. Influences of the super pressure balloon design parameters on the floating performance
  10. Prediction of the unsteady compressor performance by using time and frequency domain methods
  11. Enhancing the Spalart–Allmaras Model for Transonic Airfoils Using Field Inversion/Machine Learning
  12. Neural Field Ensembles for Aerodynamic Surface Prediction: Winning Solution to the ONERA CRM Wall Distribution 2025 Challenge
  13. Experimental and analytical investigation of a vented flexible airbag for marine collision protection under localized low-velocity impact
  14. Accelerating hydrofoil optimization via U-Net surrogate coupled with the adjoint method
  15. Three-dimensional analysis of a single-step cylinder wake via stereoscopic particle image velocimetry
  16. Intrusive and Non-Intrusive Model Order Reduction for Airborne Contaminant Transport: Comparative Analysis and Uncertainty Quantification
  17. Leakage and rotordynamic characteristics of the bionic fish-scale-like hole-pattern damping seal
  18. Surface heating effects on attachment-line transition and relaminarisation
  19. A Two-Stage, Model-Based Reinforcement Learning Approach for Active Flow Control of Bluff Body Wakes
  20. A Fully Parallel Dual-Grid Immersed-Boundary Framework for Flow-Induced Sound from Complex Moving and Deforming Bodies
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L3 Region - - 2026 Sep Q3

Model Reduction and Neural Networks

32 papers

Top Topics (10)

Fluid Dynamics and Vibration Analysis6
Model Reduction and Neural Networks3
Machine Learning2
Fluid Dynamics and Turbulent Flows2
Fluid Dynamics2
Irrigation Practices and Water Management1
Lattice Boltzmann Simulation Studies1
Numerical methods in engineering1
Biomimetic flight and propulsion mechanisms1
Aerospace Engineering and Energy Systems1

Top Publications (20)

1.Feynman Sprinkler: Eppur si muove2.Steady-blowing jet control of a finite-length square cylinder at high reynolds number: Turbulence characteristics and DRL-based adaptive drag reduction3.A fast prediction approach for airfoil flow field based on the deep neural network framework4.Shock–vortex interaction in transonic flow around a circular cylinder5.Lattice Boltzmann method based investigation of flow regime transitions and aerodynamic force modulation in tandem square cylinders with oscillatory inflow6.Phase-field analysis of fracture in casing–cement–rock wellbore systems: Effects of casing eccentricity and cement–rock interface strength7.POD-LSTM based rapid prediction of water-exit forces on a NACA 4412 hydrofoil8.High-fidelity computational fluid dynamics driven by exploratory active incremental learning: Characterizing oscillating cylinders from subcritical to critical Reynolds numbers9.Influences of the super pressure balloon design parameters on the floating performance10.Prediction of the unsteady compressor performance by using time and frequency domain methods11.Enhancing the Spalart–Allmaras Model for Transonic Airfoils Using Field Inversion/Machine Learning12.Neural Field Ensembles for Aerodynamic Surface Prediction: Winning Solution to the ONERA CRM Wall Distribution 2025 Challenge13.Experimental and analytical investigation of a vented flexible airbag for marine collision protection under localized low-velocity impact14.Accelerating hydrofoil optimization via U-Net surrogate coupled with the adjoint method15.Three-dimensional analysis of a single-step cylinder wake via stereoscopic particle image velocimetry16.Intrusive and Non-Intrusive Model Order Reduction for Airborne Contaminant Transport: Comparative Analysis and Uncertainty Quantification17.Leakage and rotordynamic characteristics of the bionic fish-scale-like hole-pattern damping seal18.Surface heating effects on attachment-line transition and relaminarisation19.A Two-Stage, Model-Based Reinforcement Learning Approach for Active Flow Control of Bluff Body Wakes20.A Fully Parallel Dual-Grid Immersed-Boundary Framework for Flow-Induced Sound from Complex Moving and Deforming Bodies
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