Publications

You can also find my articles on my Google Scholar profile.
📚 Top 5 Cited Authors (by me)
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📄 Top 5 Cited Papers (by me)
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⏳ Most Influential Year
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🗺️ Paper Conceptual Map

My publications plotted in 2D based on semantic embeddings of their summaries. Each point represents a paper, colored by research area. The larger the point, the more recent the publication. Hover to see summaries, click to jump to the paper in the list below.

Journal Articles

VIVALDy: A Hybrid Generative Reduced-Order Model for Turbulent Flows, Applied to Vortex-Induced Vibrations

Niccolò Tonioni, Lionel Agostini, Franck Kerhervé, Laurent Cordier, Ricardo Vinuesa

Physical Review Fluids 2026

Machine-Learning, Deep Learning, Reduced-Order Models, Turbulent Flows, Vortex-Induced Vibrations

Preprints

VIVALDy: A Hybrid Generative Reduced-Order Model for Turbulent Flows, Applied to Vortex-Induced Vibrations

Niccolò Tonioni, Lionel Agostini, Laurent Cordier, Ricardo Vinuesa

arXiv 2025

Machine-Learning, Deep Learning, Reduced-Order Models, Turbulent Flows, Vortex-Induced Vibrations

Conference Papers

Data-driven modeling of near-wall turbulence using β-variational autoencoder, transformers, and adversarial loss

Niccolò Tonioni, Mohammad Umair, Lionel Agostini, Franck Kerhervé, Laurent Cordier, Ricardo Vinuesa

11th International Symposium on Turbulence Heat and Mass Transfer (THMT-25) 2025

Near-wall turbulence, Reduced-Order Models, Minimal channel, Transformers, Variational Autoencoder, Generative Adversarial Networks

VIVALDy: AI-Driven Low-Order Modeling of Vortex-Induced Vibrations via β-Variational Autoencoders, Transformers, and Adversarial Training

Niccolò Tonioni, Lionel Agostini, Franck Kerhervé, Laurent Cordier, Ricardo Vinuesa

1st International Symposium on AI and Fluid Mechanics (AiFluids 2025) 2025

Vortex-Induced Vibrations, Reduced-Order Models, Variational Autoencoder, Transformers, Generative Adversarial Networks, Turbulent Flows