Fluid dynamics explores how liquids and gases move, shaping everything from weather patterns to the flow of blood through our veins. This field bridges the gap between abstract mathematical equations and the tangible forces that drive our physical world, offering insights into turbulence, aerodynamics, and fluid behavior in complex environments.

On Gist.Science, we process every new preprint in this category directly from arXiv to make cutting-edge research accessible to everyone. Each paper is transformed into a clear, plain-language overview alongside a detailed technical summary, ensuring both students and experts can grasp the latest findings without getting lost in dense jargon.

Below, you will find the most recent studies in fluid dynamics, curated and explained for a broader audience.

A posteriori closure of turbulence models: are symmetries preserved?

This paper evaluates an a posteriori turbulence closure for a shell model that integrates physical equations into a neural network, finding that while it successfully reproduces high-order statistical moments, it fails to preserve scale invariance symmetries near the cutoff, revealing a fundamental limitation for subgrid-scale modeling.

André Freitas, Kiwon Um, Mathieu Desbrun, Michele Buzzicotti, Luca Biferale2026-02-24🌀 nlin

FlexPINN: Modeling Fluid Dynamics and Mass Transfer in 3D Micromixer Geometries Using a Flexible Physics-Informed Neural Network

This study introduces FlexPINN, an enhanced Physics-Informed Neural Network framework that successfully models fluid dynamics and mass transfer in 3D T-shaped micromixers with various fin geometries and configurations, achieving high accuracy compared to CFD while demonstrating superior mixing efficiency in specific double-unit setups at Reynolds number 40.

Meraj Hassanzadeh, Ehsan Ghaderi, Mohamad Ali Bijarchi2026-02-24🔬 physics

Geometry of the vapor layer under a Leidenfrost hydrogel sphere

This study utilizes interferometric imaging to reveal that while a levitated hydrogel sphere initially exhibits the curvature inversion seen in Leidenfrost droplets, it rapidly transitions to a steady state without inversion, demonstrating that vaporization plays a critical role in shaping the sphere's underside through the interplay of vapor pressure and elastic forces.

Vicente L. Diaz-Melian, Isaac C. D. Lenton, Jack Binysh, Anton Souslov, Scott R. Waitukaitis2026-02-24🔬 physics

Learning constitutive models and rheology from partial flow measurements

This paper presents an end-to-end framework that combines a differentiable non-Newtonian solver with a frame-invariant tensor basis neural network to learn form-agnostic constitutive models from partial flow measurements, enabling the discovery of interpretable, geometry-portable rheological laws through automated Bayesian model selection.

Alp M. Sunol, James V. Roggeveen, Mohammed G. Alhashim, Henry S. Bae, Michael P. Brenner2026-02-24🔬 physics

Simulations of inertial liquid-lens coalescence with the pseudopotential lattice Boltzmann method

This study employs the pseudopotential multi-component lattice Boltzmann method to numerically investigate the coalescence dynamics of low-viscosity liquid lenses across a wide range of contact angles, revealing quantitative agreement with experiments for small angles, validating thin-sheet theoretical models up to approximately 40 degrees, and demonstrating that initial 3D bridge growth is independent of the equilibrium contact angle.

Qingguang Xie, Jens Harting2026-02-24🔬 cond-mat