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Next-generation flow diagnostics for control

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Pressure from data-driven estimation of velocity fields using snapshot PIV and fast probes

Author(s): Junwei Chen, Marco Raiola, Stefano Discetti
Published in: Experimental Thermal and Fluid Science, 2022, ISSN 0894-1777
Publisher: Elsevier BV
DOI: 10.1016/j.expthermflusci.2022.110647

Some effects of limited wall-sensor availability on flow estimation with 3D-GANs

Author(s): Antonio Cuéllar, Andrea Ianiro, Stefano Discetti
Published in: Theoretical and Computational Fluid Dynamics, 2024, ISSN 0935-4964
Publisher: Springer Verlag
DOI: 10.1007/s00162-024-00718-w

Three-dimensional generative adversarial networks for turbulent flow estimation from wall measurements

Author(s): Antonio Cuéllar, Alejandro Güemes, Andrea Ianiro, Óscar Flores, Ricardo Vinuesa, Stefano Discetti
Published in: Journal of Fluid Mechanics, Issue 991, 2024, Page(s) A1-1 to A1-32, ISSN 0022-1120
Publisher: Cambridge University Press
DOI: 10.1017/jfm.2024.432

A simple trick to improve the accuracy of PIV/PTV data

Author(s): Iacopo Tirelli, Andrea Ianiro, Stefano Discetti
Published in: Experimental Thermal and Fluid Science, Issue 145, 2023, Page(s) 110872, ISSN 0894-1777
Publisher: Elsevier BV
DOI: 10.1016/j.expthermflusci.2023.110872

Complete flow characterization from snapshot PIV, fast probes and physics-informed neural networks

Author(s): Álvaro Moreno Soto, Alejandro Güemes, Stefano Discetti
Published in: Computer Methods in Applied Mechanics and Engineering, 2023, ISSN 0045-7825
Publisher: Elsevier BV
DOI: 10.1016/j.cma.2023.116652

Genetically-inspired convective heat transfer enhancement in a turbulent boundary layer

Author(s): Rodrigo Castellanos, Andrea Ianiro, Stefano Discetti
Published in: Applied Thermal Engineering, 2023, ISSN 1359-4311
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.applthermaleng.2023.120621

Machine learning for flow field measurements: a perspective

Author(s): Stefano Discetti, Yingzheng Liu
Published in: Measurement Science and Technology, 2023, Page(s) 021001, ISSN 0957-0233
Publisher: Institute of Physics and the Physical Society
DOI: 10.1088/1361-6501/ac9991

Super-resolution generative adversarial networks of randomly-seeded fields

Author(s): Alejandro Güemes Jiménez, Carlos Sanmiguel Vila, Stefano Discetti
Published in: Nature Machine Intelligence, Issue 4, 2022, Page(s) 1165-1173, ISSN 2522-5839
Publisher: Nature Portfolio
DOI: 10.1038/s42256-022-00572-7

An end-to-end KNN-based PTV approach for high-resolution measurements and uncertainty quantification

Author(s): Iacopo Tirelli, Andrea Ianiro, Stefano Discetti
Published in: Experimental Thermal and Fluid Science, 2022, ISSN 0894-1777
Publisher: Elsevier BV
DOI: 10.1016/j.expthermflusci.2022.110756

Denoising image-based experimental data without clean targets based on deep autoencoders

Author(s): Feng Gu, Stefano Discetti, Yingzheng Liu, Zhaomin Cao, Di Peng
Published in: Experimental Thermal and Fluid Science, Issue 156, 2024, Page(s) 111195, ISSN 0894-1777
Publisher: Elsevier BV
DOI: 10.1016/j.expthermflusci.2024.111195

Assessing Super-Resolution GANs For Randomly-Seeded Particle Fields

Author(s): A. Güemes; C. Sanmiguel Vila; S. Discetti
Published in: 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Issue 1, 2022
Publisher: Lisbon Simposia
DOI: 10.55037/lxlaser.20th.205

Pressure from data-driven-estimated velocity fields using snapshot PIV and fast probes

Author(s): Marco Raiola, Junwei Chen, Stefano Discetti
Published in: 14th International Symposium on Particle Image Velocimetry, 2021
Publisher: Illinois Tech
DOI: 10.18409/ispiv.v1i1.157

High-Resolution PIV With Uncertainty Estimation With KNN

Author(s): I. Tirelli; A. Ianiro; S. Discetti
Published in: 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Issue 1, 2022
Publisher: Lisbon Simposia
DOI: 10.55037/lxlaser.20th.68

GANs-based PIV resolution enhancement without the need of high-resolution input

Author(s): Alejandro Güemes, Carlos Sanmiguel Vila, Stefano Discetti
Published in: 14th International Symposium on Particle Image Velocimetry, 2021
Publisher: Illinois Tech
DOI: 10.18409/ispiv.v1i1.160

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