Towards extending the aircraft flight envelope by mitigating transonic airfoil buffet

E Lagemann, SL Brunton, W Schröder… - Nature …, 2024 - nature.com
In the age of globalization, commercial aviation plays a central role in maintaining our
international connectivity by providing fast air transport services for passengers and freight …

Challenges of deep unsupervised optical flow estimation for particle-image velocimetry data

C Lagemann, K Lagemann, S Mukherjee… - Experiments in …, 2024 - Springer
In recent years, several algorithms have been proposed that leverage deep learning
techniques within the analysis workflow of particle-image velocimetry (PIV) measurements …

Extending the aircraft flight envelope by mitigating transonic airfoil buffet

E Lagemann, SL Brunton, W Schröder… - arXiv preprint arXiv …, 2024 - arxiv.org
In the age of globalization, commercial aviation plays a central role in maintaining our
international connectivity by providing fast air transport services for passengers and freight …

[HTML][HTML] Machine learning-enhanced PIV for analyzing microfiber-wall turbulence interactions

V Giurgiu, L Beckedorff, GCA Caridi… - International Journal of …, 2024 - Elsevier
A machine learning-based approach, RAFT-PIV, is used to measure with single-pixel
resolution the flow field around a microplastic fiber in a turbulent channel flow at a Shear …

[图书][B] Deep Recurrent Neural Networks for Optical Flow Learning in Particle-Image Velocimetry

C Lagemann - 2022 - researchgate.net
Abstract Particle-Image Velocimetry (PIV) is a key approach in experimental fluid dynamics
and of fundamental importance in diverse applications, including automotive, aerospace …

[PDF][PDF] Modal Scale Decomposition in Turbulent Flows

EL née Mäteling - 2023 - researchgate.net
Modern science in the era of big data and machine learning aims at the extraction of
meaningful information from large datasets that typically depict complex dynamical …

[PDF][PDF] Exploiting the full potential of deep neural networks for PIV applica-tions

E Lagemann, W Schröder, C Lagemann - 2023 - gala-ev.org
Experimental studies of turbulent wall-bounded flows are often desired to capture the
complete spectrum of turbulent scales across the entire wall-normal direction. Achieving this …