Researcher Profile

Ricardo Vinuesa

0000-0001-6570-5499

Publications

3,905

Citations

Co-Authors

Active Years

Publications

Open Access Journal Article Journal of Hydraulic Research Mar 31, 2026

Perspectives on explainable reinforcement learning (XRL) for hydraulic systems

Andres Cremades · Sergio Hoyas · Ricardo Vinuesa

10.1080/00221686.2026.2636110

Journal Article Physical Review Fluids Apr 03, 2026

VIVALDy: A hybrid generative reduced-order model for turbulent flows, applied to vortex-induced vibrations

Niccolò Tonioni · Lionel Agostini · Franck Kerhervé · Laurent Cordier +1 more

10.1103/t7d2-mv5c

Open Access Journal Article Nature Communications Mar 15, 2025

Early warning of complex climate risk with integrated artificial intelligence

Markus Reichstein · Vitus Benson · Jan Blunk · Gustau Camps-Valls +15 more

10.1038/s41467-025-57640-w 53 citations

Open Access Journal Article Flow, Turbulence and Combustion Mar 05, 2025

Active Flow Control for Drag Reduction Through Multi-agent Reinforcement Learning on a Turbulent Cylinder at $$Re_D=3900$$

Pol Suárez · Francisco Alcántara-Ávila · Arnau Miró · Jean Rabault +3 more

10.1007/s10494-025-00642-x 21 citations

Open Access Journal Article Environmental Science and Pollution Research Aug 15, 2025

Regional climate projections using a deep-learning–based model-ranking and downscaling framework: application to European climate zones

Parthiban Loganathan · Elias Zea · Ricardo Vinuesa · Evelyn Otero

10.1007/s11356-025-36872-9 5 citations

Journal Article International Journal of Heat and Mass Transfer Mar 01, 2024

Residual-based physics-informed transfer learning: A hybrid method for accelerating long-term CFD simulations via deep learning

Joongoo Jeon · Juhyeong Lee · Ricardo Vinuesa · Sung Joong Kim

10.1016/j.ijheatmasstransfer.2023.124900 47 citations

Open Access Journal Article Nature Communications Feb 14, 2024

β-Variational autoencoders and transformers for reduced-order modelling of fluid flows

Alberto Solera-Rico · Carlos Sanmiguel Vila · Miguel Gómez-López · Yuning Wang +3 more

10.1038/s41467-024-45578-4 145 citations

Open Access Journal Article Journal of Fluid Mechanics Dec 05, 2024

Bursting bubble in an elastoviscoplastic medium

Arivazhagan G. Balasubramanian · Vatsal Sanjay · Maziyar Jalaal · Ricardo Vinuesa +1 more

10.1017/jfm.2024.1073 9 citations

Open Access Journal Article Nature Communications May 13, 2024

Identifying regions of importance in wall-bounded turbulence through explainable deep learning

Andres Cremades · Sergio Hoyas · Rahul Deshpande · Pedro Quintero +7 more

10.1038/s41467-024-47954-6 55 citations

Open Access Journal Article Scientific Reports Feb 13, 2023

A deep-learning approach for reconstructing 3D turbulent flows from 2D observation data

Mustafa Z. Yousif · Linqi Yu · Sergio Hoyas · Ricardo Vinuesa +1 more

10.1038/s41598-023-29525-9 87 citations

Open Access Journal Article Measurement Science and Technology Jan 03, 2023

Enhancement of PIV measurements via physics-informed neural networks

Gazi Hasanuzzaman · Hamidreza Eivazi · Sebastian Merbold · Christoph Egbers +1 more

10.1088/1361-6501/aca9eb 45 citations

Open Access Journal Article Physics of Fluids Jul 01, 2022

Physics-informed neural networks for solving Reynolds-averaged Navier–Stokes equations

Hamidreza Eivazi · Mojtaba Tahani · Philipp Schlatter · Ricardo Vinuesa

10.1063/5.0095270 364 citations

Open Access Journal Article Expert Systems with Applications Sep 01, 2022

Towards extraction of orthogonal and parsimonious non-linear modes from turbulent flows

Hamidreza Eivazi · Soledad Le Clainche · Sergio Hoyas · Ricardo Vinuesa

10.1016/j.eswa.2022.117038 114 citations

Journal Article Nature Computational Science Jun 27, 2022

Enhancing computational fluid dynamics with machine learning

Ricardo Vinuesa · Steven L. Brunton

10.1038/s43588-022-00264-7 475 citations

Open Access Journal Article Actuators Dec 02, 2022

Deep Reinforcement Learning for Flow Control Exploits Different Physics for Increasing Reynolds Number Regimes

Pau Varela · Pol Suárez · Francisco Alcántara-Ávila · Arnau Miró +5 more

10.3390/act11120359 44 citations

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Publication Timeline

2026

2025

2024

2023

2022

2021

2020

Frequent Co-Authors

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Francisco Alcántara-Ávila

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Pol Suárez

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Sami Domisch

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Hossein Azizpour

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