2 papers
physics.flu-dyn2026
Piezoelectric tiles for passive flow rate monitoring across a surface
S. Hales Swift, Ihab F. El-Kady
We introduce a method for measuring the velocity of turbulent fluid flow passing through a pipe using piezoelectric tiles without penetrating the pipe, and without having previousl…
cs.LG2026
Estimating Flow Velocity and Vehicle Angle-of-Attack from Non-invasive Piezoelectric Structural Measurements Using Deep Learning
Chandler B. Smith, S. Hales Swift, Andrew Steyer +1
Accurate estimation of aerodynamic state variables such as freestream velocity and angle of attack (AoA) is important for aerodynamic load prediction, flight control, and model val…