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.

Conservation laws, fluxes, and symmetries: lessons from a perturbative approach for self-organized turbulence

This paper reviews and extends a perturbative theoretical framework to explain how self-organized turbulence forms large-scale condensates in various systems, including two-dimensional and rotating three-dimensional flows, by demonstrating the universal role of two conserved quantities and the transition between different asymptotic models based on interaction scales.

Anna Frishman, Sébastien Gomé, Anton Svirsky2026-02-26🔬 physics

Physics Constrained Neural Collision Operators for Variable Hard Sphere Surrogates and Ab Initio Angle Prediction in Direct Simulation Monte Carlo

This paper presents a unified, physics-constrained neural-operator framework that accelerates Direct Simulation Monte Carlo simulations by replacing the Variable Hard Sphere model with a stochastic neural collision kernel for improved generalization and by introducing an efficient surrogate for ab initio Jäger potentials, collectively achieving high-fidelity predictions of rarefied gas dynamics with reduced computational cost.

Ehsan Roohi, Ahmad Shoja-Sani, Stefan Stefanov2026-02-26🔬 physics

Unstable magnetic reconnection self-generates turbulence

Through high-resolution three-dimensional simulations, this study demonstrates that unstable magnetic reconnection in magnetised jets can self-sustainfully transition into fully developed turbulence via a current-sheet instability, where the coupling between turbulent electromotive force and magnetic mean shear drives persistent energy injection and subsequent nonlinear cascades.

Nick Williams, Alessandro De Rosis, Alex Skillen2026-02-26🔬 physics

Particle, kinetic and hydrodynamic models for sea ice floes. Part II: Rotating floes with nonlinear contact forces

This paper extends a multiscale modeling framework for sea-ice floes by generalizing the particle, kinetic, and hydrodynamic descriptions to include rotational dynamics and nonlinear contact forces, thereby deriving a comprehensive system of macroscopic equations that capture complex stress, transport, and dissipative mechanisms in sea-ice rheology.

Quanling Deng, Seung-Yeal Ha, Jaemoon Lee2026-02-26🔢 math-ph

Surrogate models for Rock-Fluid Interaction: A Grid-Size-Invariant Approach

This paper introduces a grid-size-invariant deep learning framework using UNet++ architectures as efficient surrogate models for rock-fluid interaction, demonstrating their superior performance and memory efficiency over reduced-order models in predicting fluid flow through dynamic porous media with non-static solid fields.

Nathalie C. Pinheiro, Donghu Guo, Hannah P. Menke, Aniket C. Joshi, Claire E. Heaney, Ahmed H. ElSheikh, Christopher C. Pain2026-02-26🤖 cs.AI