Next-generation flow diagnostics for control

Publicaciones

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

Autores: Junwei Chen, Marco Raiola, Stefano Discetti
Publicado en: Experimental Thermal and Fluid Science, 2022, ISSN 0894-1777
Editor: Elsevier BV
DOI: 10.1016/j.expthermflusci.2022.110647

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

Autores: Antonio Cuéllar, Alejandro Güemes, Andrea Ianiro, Óscar Flores, Ricardo Vinuesa, Stefano Discetti
Publicado en: Journal of Fluid Mechanics, Edición 991, 2024, Página(s) A1-1 to A1-32, ISSN 0022-1120
Editor: Cambridge University Press
DOI: 10.1017/jfm.2024.432

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

Autores: Iacopo Tirelli, Andrea Ianiro, Stefano Discetti
Publicado en: Experimental Thermal and Fluid Science, Edición 145, 2023, Página(s) 110872, ISSN 0894-1777
Editor: Elsevier BV
DOI: 10.1016/j.expthermflusci.2023.110872

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

Autores: Álvaro Moreno Soto, Alejandro Güemes, Stefano Discetti
Publicado en: Computer Methods in Applied Mechanics and Engineering, 2023, ISSN 0045-7825
Editor: Elsevier BV
DOI: 10.1016/j.cma.2023.116652

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

Autores: Rodrigo Castellanos, Andrea Ianiro, Stefano Discetti
Publicado en: Applied Thermal Engineering, 2023, ISSN 1359-4311
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.applthermaleng.2023.120621

Machine learning for flow field measurements: a perspective

Autores: Stefano Discetti, Yingzheng Liu
Publicado en: Measurement Science and Technology, 2023, Página(s) 021001, ISSN 0957-0233
Editor: Institute of Physics and the Physical Society
DOI: 10.1088/1361-6501/ac9991

Super-resolution generative adversarial networks of randomly-seeded fields

Autores: Alejandro Güemes Jiménez, Carlos Sanmiguel Vila, Stefano Discetti
Publicado en: Nature Machine Intelligence, Edición 4, 2022, Página(s) 1165-1173, ISSN 2522-5839
Editor: Nature Portfolio
DOI: 10.1038/s42256-022-00572-7

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

Autores: Iacopo Tirelli, Andrea Ianiro, Stefano Discetti
Publicado en: Experimental Thermal and Fluid Science, 2022, ISSN 0894-1777
Editor: Elsevier BV
DOI: 10.1016/j.expthermflusci.2022.110756

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

Autores: Feng Gu, Stefano Discetti, Yingzheng Liu, Zhaomin Cao, Di Peng
Publicado en: Experimental Thermal and Fluid Science, Edición 156, 2024, Página(s) 111195, ISSN 0894-1777
Editor: Elsevier BV
DOI: 10.1016/j.expthermflusci.2024.111195

Assessing Super-Resolution GANs For Randomly-Seeded Particle Fields

Autores: A. Güemes; C. Sanmiguel Vila; S. Discetti
Publicado en: 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Edición 1, 2022
Editor: Lisbon Simposia
DOI: 10.55037/lxlaser.20th.205

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

Autores: Marco Raiola, Junwei Chen, Stefano Discetti
Publicado en: 14th International Symposium on Particle Image Velocimetry, 2021
Editor: Illinois Tech
DOI: 10.18409/ispiv.v1i1.157

High-Resolution PIV With Uncertainty Estimation With KNN

Autores: I. Tirelli; A. Ianiro; S. Discetti
Publicado en: 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Edición 1, 2022
Editor: Lisbon Simposia
DOI: 10.55037/lxlaser.20th.68

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

Autores: Alejandro Güemes, Carlos Sanmiguel Vila, Stefano Discetti
Publicado en: 14th International Symposium on Particle Image Velocimetry, 2021
Editor: Illinois Tech
DOI: 10.18409/ispiv.v1i1.160

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