Project archive
In this page you can find open-access publications, datasets, media and materials related with the outcomes of the project.
Journal papers
- D.K. Iakovidis, M. Ooi, Y.C. Kuang, S. Damidenko, A. Shestakov, V. Sinistin, M. Henry, A. Sciacchitano, A. Discetti, S. Donati, M. Norgia, A. Menychtas, I. Maglogiannis, S.C. Wriessnegger, L.A. Barradas Chacon, G. Dimas, D. Filos, A.H. Aletras, J. Töger, F. Dong, S. Ren, A. Uhl, J. Paziewski, J. Geng, F. Fioranelli, R.M. Narayanan, C. Fernandez, C. Stiller, K. Malamousi, S. Kamnis, K. Delibasis, D. Wang, J. Zhang, R.X. Gao (2022). “Roadmap on Signal Processing for Next Generation Measurement Systems”. Measurement Science and Technology, 33, 012002.
- J. Chen, M. Raiola, S. Discetti (2022). “Pressure from data-driven estimation of velocity fields using snapshot PIV and fast probes”. Experimental Thermal and Fluid Science, 110647.
- I. Tirelli, A. Ianiro, S. Discetti (2022). “An end-to-end KNN-based PTV approach for high-resolution measurements and uncertainty quantification”. Experimental Thermal and Fluid Science, 110756.
- Stefano Discetti and Yingzheng Liu (2022). “Machine learning for flow field measurements: a perspective“. Measurement Science and Technology, Volume 34, Number 2.
- Alejandro Güemes, Carlos Sanmiguel Vila & Stefano Discetti (2022). “Super-resolution generative adversarial networks of randomly-seeded fields“. Nature Machine Intelligence volume 4, pages1165–1173.
Conference Contributions
- Alejandro Güemes, Carlos Sanmiguel Vila, Stefano Discetti. GANs-based PIV resolution enhancement without the need of high-resolution input. 14th International Symposium on Particle Image Velocimetry – ISPIV 2021 Chicago, USA, August 1-4, 2021
- Marco Raiola, Junwei Chen, Stefano Discetti. Pressure from data-driven-estimated velocity fields using snapshot PIV and fast probes. 14th International Symposium on Particle Image Velocimetry – ISPIV 2021 Chicago, USA, August 1-4, 2021
- Junwei Chen, Marco Raiola, Stefano Discetti. Data-driven-estimated pressure from snapshot PIV and fast probes. The 19th International Symposium on Flow Visualization (ISFV-19), Shanghai Jiao Tong University, Shanghai, China, September 14-16, 2021
- Iacopo Tirelli, Andrea Ianiro, Stefano Discetti. High-resolution PIV with uncertainty estimation with KNN. The 19th International Symposium on Flow Visualization (ISFV-19), Shanghai Jiao Tong University, Shanghai, China, September 14-16, 2021
- S. Discetti. “Data-driven methods to enhance the resolution of Particle Image Velocimetry”. Invited Keynote Lecture at 19th International Symposium on Flow Visualization (ISFV-19), Shanghai Jiao Tong University, Shanghai, China, September 14-16, 2021
- Álvaro Moreno Soto. Complete flow characterization and reconstruction via physics-informed neural networks. Poster in Lecture Series on “Fundamentals and Recent Advances in Particle Image Velocimetry and Lagrangian Particle Tracking”, hosted by the von Karman Institute of Fluid Dynamics, Belgium, November 15-18, 2021
- Antonio Cuéllar Martín, Alejandro Güemes, Andrea Ianiro, Oscar Flores, Ricardo Vinuesa, and Stefano Discetti. From wall measurements to three-dimensional turbulent-flow fields via GANs. 1st Spanish Fluid Mechanics Conference, June 19-22, 2022
- Eduardo Gil, Manuel García Villalba, Stefano Discetti. Flow-field estimation of jet flow from point sensors. 1st Spanish Fluid Mechanics Conference, June 19-22, 2022
- Alejandro Güemes, Alejandro Martín, Rodrigo Castellanos, Óscar Flores, Stefano Discetti. Active drag reduction in minimal flow units via deep reinforcement learning. 1st Spanish Fluid Mechanics Conference, June 19-22, 2022
- Alejandro Güemes, Carlos Sanmiguel Vila, Stefano Discetti. Assessing super-resolution GANs for randomly-seeded particle fields. 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Lisbon, July 11-14, 2022
- Junwei Chen, Marco Raiola, Stefano Discetti. Data-driven estimated velocity and pressure fields using snapshot PIV and fast probes. 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Lisbon, July 11-14, 2022
- Patricia García-Caspueñas, Stefano Discetti. System identification for enhanced flow description from multi-pulse PIV. 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Lisbon, July 11-14, 2022
- Iacopo Tirelli, Andrea Ianiro, Stefano Discetti. High-resolution PIV with uncertainty estimation with KNN. 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Lisbon, July 11-14, 2022
- Alvaro Moreno Soto, Alejandro Güemes, Stefano Discetti. Complete Flow Characterization From Snapshot Piv, Fast Probes And Physics-Informed Neural Networks. 12th International Symposium on Turbulence and Shear Flow Phenomena (TSFP12), Osaka, Japan (Online), July 19-22, 2022
Dissemination Activities
- S. Discetti, ¿Cómo mides lo que no ves? Descubriendo la aerodinámica experimental. La Noche Europea de los Investigadores e Investigadoras de Madrid 2021. Viernes 24 de septiembre de 2021. Aula virtual
- S. Discetti. Entrevista de la Fundación Madri+d. Ciencia de Excelencia en la Comunidad de Madrid. Talento Investigador.
- Alberto Solera Rico, Carlos Sanmiguel Vila, Miguel Ángel Gómez López, Rodrigo Castellanos, Stefano Discetti. Beyond emissions: How to reduce the environmental impact of aircraft? The European Researchers’ Night, Madrid, September 30th, 2022.
Seminars and Presentations
- S. Discetti, UC3M Aerospace ERC Starting Grant Panel, “ERC NEXTFLOW – Next-generation flow diagnostics for control”, Seminar Series on Aerospace Science and Technology. UC3M Aerospace Engineering Department. 23 march 2021
- S. Discetti, “Pushing the limits of PIV with data-driven techniques”. Invited talk at Aeroseminar of the Aerodynamics group of TU DELFT. June 25th 2021
- S. Discetti. “Statistical methods to enhance PIV measurements”, Fundamentals and recent advances in Particle Image Velocimetry and Lagrangian Particle Tracking, von Karman Institute Lecture Series and Events, 15-18 November 2021
- S. Discetti. “Tomographic Particle Image Velocimetry”, Fundamentals and recent advances in Particle Image Velocimetry and Lagrangian Particle Tracking, von Karman Institute Lecture Series and Events, 15-18 November 2021
- S. Discetti. Inteligencia artificial y aerodinámica: aprender a medir y controlar los fenómenos naturales. La Noche Europea de los Investigadores e Investigadoras de Madrid 2022.
- Iacopo Tirelli, Patricia García-Caspueñas, S. Discetti. ¡Aprende a volar con aviones de papel! Semana de la Ciencia y la Innovación 2022.
Datasets
- J. Chen, M. Raiola, S. Discetti (2022). Dataset of “Pressure from data-driven estimation of velocity fields using snapshot PIV and fast probes”. https://zenodo.org/record/6473075
- I. Tirelli, A. Ianiro, S. Discetti (2022). Dataset of “An end-to-end KNN-based PTV approach for high-resolution measurements and uncertainty quantification”. https://zenodo.org/record/6922577
- A. Güemes, C. Sanmiguel Vila, S. Discetti (2022). Dataset of “Super-resolution generative adversarial networks of randomly seeded fields”. https://zenodo.org/record/7191210
PROJECT TIMELINE
August 2022
NEXTFLOW Journal publication
june 2022
PI Stefano Discetti Interview at Fundación Madri+d
I. Tirelli, A. Ianiro, S. Discetti (2022). “An end-to-end KNN-based PTV approach for high-resolution measurements and uncertainty quantification”. Experimental Thermal and Fluid Science, 110756.
april 2022
NEXTFLOW Journal publication
J. Chen, M. Raiola, S. Discetti (2022). “Pressure from data-driven estimation of velocity fields using snapshot PIV and fast probes”. Experimental Thermal and Fluid Science, 110647.
april 2022
Awards of Excellence 2022, Social Council of the Universidad Carlos III de Madrid (UC3M)
The 14th Edition Awards of Excellence 2022, the Social Council of the Universidad Carlos III de Madrid (UC3M), has awarded our PI S. Discetti in the category of Young Doctoral Research Staff. Congratulations!
february 2022
NEXTFLOW & ZARATHUSTRA joint workshop – 23 February 2022
A joint workshop of the ERC Starting Grant projects NEXTFLOW (Next-generation flow diagnostics for control) and ZARATHUSTRA (Revolutionizing advanced electrodeless plasma thrusters for space transportation). The workshop brought together the working teams of the two projects to discuss on common interests and foster collaboration.
november 2021
Fundamentals and recent advances in Particle Image Velocimetry and Lagrangian Particle Tracking, von Karman Institute Lecture Series and Events
- “Statistical methods to enhance PIV measurements”, by S. Discetti
- “Tomographic Particle Image Velocimetry”, by S. Discetti
The Lecture series directors were Prof. Stefano Discetti, from Universidad Carlos III de Madrid, Spain and Prof. Miguel Mendez from the von Karman Institute, Belgium.
september 2021
Invited Keynote Lecture at 19th International Symposium on Flow Visualization ISFV 19
june 2021
Aeroseminar in TU Delft
“Pushing the limits of PIV with data-driven techniques”, by S. Discetti
March 2021
Seminars on Aerospace Science and Technology in UC3M
Presentation of the ERC Starting Grant “NEXTFLOW”, by Stefano Discetti
January 2021
Kick-off