- Nationality: Italian
- Funding entity and Program: ERC StG NEXTFLOW
Data-driven enhancement of optical measurement techniques
Stefano Discetti (UC3M) and Andrea Ianiro (UC3M)
One of the main limits of PIV is the spatial resolution. Its importance is evident since high dynamic range is required to investigate turbulent flows down to the smallest scales. The goal of the research is to develop data-driven methods to improve the resolution of PIV beyond the Nyquist limit set by the interparticle spacing.
To this end, machine-learning algorithms for super-resolution will be explored, including Generative Advertise Neural Network or data-driven algorithm created specifically for particle-tracking applications.
NEXTFLOW – ERC Starting Grant Next-generation flow diagnostics for control