High-resolution microscale velocity field measurement using light field particle image-tracking velocimetry

M Gu, J Li, MM Hossain, C Xu - Physics of Fluids, 2023 - pubs.aip.org
Light field microparticle image velocimetry (LF-μPIV) can realize the three-dimensional (3D)
microscale velocity field measurement, but the spatial resolution of the velocity field is low …

Flow-structure identification in a radially grooved open wet clutch by means of defocusing particle tracking velocimetry

R Leister, T Fuchs, P Mattern, J Kriegseis - Experiments in fluids, 2021 - Springer
The volumetric defocusing particle tracking velocimetry (DPTV) approach is applied to
measure the flow in the sub-millimeter gap between the disks of a radially grooved open wet …

Defocus particle tracking: a comparison of methods based on model functions, cross-correlation, and neural networks

R Barnkob, C Cierpka, M Chen, S Sachs… - Measurement …, 2021 - iopscience.iop.org
Defocus particle tracking (DPT) has gained increasing importance for its use to determine
particle trajectories in all three dimensions with a single-camera system, as typical for a …

Particle detection by means of neural networks and synthetic training data refinement in defocusing particle tracking velocimetry

M Dreisbach, R Leister, M Probst… - Measurement …, 2022 - iopscience.iop.org
The presented work addresses the problem of particle detection with neural networks (NNs)
in defocusing particle tracking velocimetry. A novel approach based on synthetic training …

Defocusing PTV applied to an open wet clutch: From macro to micro

R Leister, T Fuchs, J Kriegseis - Experiments in Fluids, 2023 - Springer
Defocusing particle tracking velocimetry (defocusing PTV) is applied in various levels of
magnification to investigate the flow in an open wet clutch with radial grooving. The …

Pressure evaluation from Lagrangian particle tracking data using a grid-free least-squares method

M Bobrov, M Hrebtov, V Ivashchenko… - Measurement …, 2021 - iopscience.iop.org
The Lagrangian particle tracking shake-the-box (STB) method provides accurate evaluation
of the velocity and acceleration of particles from time-resolved projection images for high …

Microscale, scanning defocusing volumetric particle-tracking velocimetry

T Guo, AM Ardekani, PP Vlachos - Experiments in Fluids, 2019 - Springer
We present a novel defocusing particle tracking velocimetry (PTV) method for micro-fluidic
systems. This method delivers 3-dimensional 3-component (3D3C) flow measurements, and …

Wall-shear-stress measurements using volumetric µPTV

T Fuchs, M Bross, CJ Kähler - Experiments in Fluids, 2023 - Springer
Accurately determining the wall-shear-stress, τ w, experimentally is challenging due to small
spatial scales and large velocity gradients present in the near-wall region of turbulent flows …

Robustness of neural network calibration model for accurate spatial positioning

J Dou, C Pan, J Liu - Optics Express, 2021 - opg.optica.org
The present study devotes to a systematical exploration for the robustness of neural network-
based camera calibration method in the circumstance of three-dimensional (3D) spatial …

Deep learning and hybrid approach for particle detection in defocusing particle tracking velocimetry

C Sax, M Dreisbach, R Leister… - … Science and Technology, 2023 - iopscience.iop.org
The present work aims at the improvement of particle detection in defocusing particle
tracking velocimetry (DPTV) by means of a novel hybrid approach. Two deep learning …