The transformative potential of machine learning for experiments in fluid mechanics

R Vinuesa, SL Brunton, BJ McKeon - Nature Reviews Physics, 2023 - nature.com
The field of machine learning (ML) has rapidly advanced the state of the art in many fields of
science and engineering, including experimental fluid dynamics, which is one of the original …

New insights into turbulent spots

X Wu - Annual Review of Fluid Mechanics, 2023 - annualreviews.org
Transitional–turbulent spots bridge the deterministic laminar state with the stochastic
turbulent state and affect the transition zone length in engineering flows. Turbulent spot …

Deep reinforcement learning for turbulent drag reduction in channel flows

L Guastoni, J Rabault, P Schlatter, H Azizpour… - The European Physical …, 2023 - Springer
We introduce a reinforcement learning (RL) environment to design and benchmark control
strategies aimed at reducing drag in turbulent fluid flows enclosed in a channel. The …

Periodically oriented superhydrophobic microstructures prepared by laser ablation-chemical etching process for drag reduction

Q Chen, C Zhang, Y Cai, X Luo, B Wang, Q Song… - Applied Surface …, 2023 - Elsevier
Superhydrophobic surface gives prominence to its application potential in the field of anti-
adhesion and drag reduction in the microchannels, because of its low adhesion and high …

Erosion wear at the bend of pipe during tailings slurry transportation: Numerical study considering inlet velocity, particle size and bend angle

Q Chen, H Zhou, Y Wang, D Wang, Q Zhang… - International Journal of …, 2023 - Springer
Pipeline hydraulic transport is a highly efficient and low energy-consumption method for
transporting solids and is commonly used for tailing slurry transport in the mining industry …

[HTML][HTML] Perspectives on predicting and controlling turbulent flows through deep learning

R Vinuesa - Physics of Fluids, 2024 - pubs.aip.org
The current revolution in the field of machine learning is leading to many interesting
developments in a wide range of areas, including fluid mechanics. Fluid mechanics, and …

Drag reduction performance and mechanism of flexible conical microstructure film inspired by pufferfish epidermis

Y Zhang, D Fan, X Feng, Y Hu, J Shi, G Tian - Ocean Engineering, 2023 - Elsevier
Flexible bionic drag reduction surfaces have attracted increasing attention in recent years
owing to its potential to address the daunting energy crisis. Inspired by the skin of pufferfish …

Manipulation of a turbulent boundary layer using sinusoidal riblets

G Cafiero, E Amico, G Iuso - Journal of Fluid Mechanics, 2024 - cambridge.org
We investigate experimentally the effects of micro-grooves on the development of a zero
pressure gradient turbulent boundary layer at two different values of the friction Reynolds …

Drag reduction in a turbulent boundary layer with sinusoidal riblets

G Cafiero, G Iuso - Experimental Thermal and Fluid Science, 2022 - Elsevier
We report on an experimental investigation on the effect of sinusoidal riblets on the near-
wall characteristics of a turbulent boundary layer. The investigated riblets are characterized …

Turbulent drag reduction by spanwise wall forcing. Part 1. Large-eddy simulations

A Rouhi, MK Fu, D Chandran, A Zampiron… - Journal of Fluid …, 2023 - cambridge.org
Turbulent drag reduction (DR) through streamwise travelling waves of the spanwise wall
oscillation is investigated over a wide range of Reynolds numbers. Here, in Part 1, wall …