Latest Research in Fluid Dynamics

18 research papers · 2026 median publication year

Top Research Topics in Fluid Dynamics

Highest-Cited Papers

  1. Radius-dependent looseness of the far-field Calderón–Zygmund bound in turbulent vortex stretching
  2. PosteriorBench: From Point Estimates to Posterior Matching in Evaluating Generative Inverse Solvers
  3. How Does Distribution Shift Shape Pretraining Gains in Neural PDE Surrogates?
  4. A Cummins-equation-based physics-informed neural network for response prediction and system identification of wave energy converters
  5. Comparison of generative learning methods as turbulence surrogates
  6. Geometric Vorticity Control ver.3 with Supplementary Material ver.2
  7. Deep Koopman Sensing
  8. Physics-Guided Conditional Flow Matching with Energy Regularization for Robust PDE Inverse Problems
  9. Task-preserving neural segmentation of overlapping shocks and vortex cores in compressible flows
  10. Two-Scale Localized PCA-Net: Coarse-Global and Local-Residual Representations for Artifact-Reduced PDE Operator Learning
  11. Prediction of Hydrogen Mixing and Velocity Fields Behind a Strut Injector with Multi-Lobe Nozzles at scramjet engine using POD+LSTM technique
  12. Multivariate Scientific Data Compression with Learned Cross-Variable Latent Decorrelation and Autoregressive Entropy Modeling
  13. How well can Diffusion Models learn Lagrangian-Tracer Statistics in Non-reciprocal Turbulence?
  14. SnapPINN: Pressure and Energy Dissipation Reconstruction from a Sparse and Noisy Velocity Snapshot
  15. TRACE: Retrospective Streaming Generation of Physical Fields under Sparse Structured Sensing
  16. DAW: Dynamics-Aware Weighting for Deep Learning Forecasts of Chaotic Systems
  17. A Compensated Koopman Neural Operator with Selective State-Space Dynamics for Unsteady Flows
  18. Interpretable discovery of anisotropic dissipation limiters for hypersonic flows via flow-aligned spatiotemporal graph attention and symbolic distillation
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L3 Region - - 2026 Sep Q3

Fluid Dynamics

18 papers

Top Topics (9)

Fluid Dynamics5
Machine Learning4
Model Reduction and Neural Networks3
Fluid Dynamics and Turbulent Flows1
Computational Physics1
Wave and Wind Energy Systems1
Numerical Analysis1
Computational Fluid Dynamics and Aerodynamics1
Machine Learning1

Top Publications (18)

1.Radius-dependent looseness of the far-field Calderón–Zygmund bound in turbulent vortex stretching2.PosteriorBench: From Point Estimates to Posterior Matching in Evaluating Generative Inverse Solvers3.How Does Distribution Shift Shape Pretraining Gains in Neural PDE Surrogates?4.A Cummins-equation-based physics-informed neural network for response prediction and system identification of wave energy converters5.Comparison of generative learning methods as turbulence surrogates6.Geometric Vorticity Control ver.3 with Supplementary Material ver.27.Deep Koopman Sensing8.Physics-Guided Conditional Flow Matching with Energy Regularization for Robust PDE Inverse Problems9.Task-preserving neural segmentation of overlapping shocks and vortex cores in compressible flows10.Two-Scale Localized PCA-Net: Coarse-Global and Local-Residual Representations for Artifact-Reduced PDE Operator Learning11.Prediction of Hydrogen Mixing and Velocity Fields Behind a Strut Injector with Multi-Lobe Nozzles at scramjet engine using POD+LSTM technique12.Multivariate Scientific Data Compression with Learned Cross-Variable Latent Decorrelation and Autoregressive Entropy Modeling13.How well can Diffusion Models learn Lagrangian-Tracer Statistics in Non-reciprocal Turbulence?14.SnapPINN: Pressure and Energy Dissipation Reconstruction from a Sparse and Noisy Velocity Snapshot15.TRACE: Retrospective Streaming Generation of Physical Fields under Sparse Structured Sensing16.DAW: Dynamics-Aware Weighting for Deep Learning Forecasts of Chaotic Systems17.A Compensated Koopman Neural Operator with Selective State-Space Dynamics for Unsteady Flows18.Interpretable discovery of anisotropic dissipation limiters for hypersonic flows via flow-aligned spatiotemporal graph attention and symbolic distillation
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