Projects

Improving the predictability of interfacial phenomena - description of complex drop-wall interactions in the interplay of experiments, direct numerical simulations and innovative modeling approaches based on artificial intelligence

Research interests

Experimental investigation of drop impact
AI-based reconstruction of liquid-gas interfaces
Particle tracking through deep learning

Journal Publications

2024

Spatio-temporal reconstruction of droplet impingement dynamics by means of color-coded glare points and deep learning
Dreisbach, M.; Kriegseis, J.; Stroh, A.
2024. Measurement Science and Technology. doi:10.1088/1361-6501/ad8771

2023

Fluid-mechanical evaluation of different clutch geometries based on experimental and numerical investigations = Strömungsmechanische Bewertung verschiedener Kupplungsgeometrien anhand von experimentellen und numerischen Untersuchungen
Sax, C.; Stroh, A.; Leister, R.; Denda, C.; Bürk, P.; Dreisbach, M.; Kriegseis, J.
2023. Forschung im Ingenieurwesen, 87 (4), 1297–1306. doi:10.1007/s10010-023-00703-5

Deep Learning and Hybrid Approach for Particle Detection in Defocusing Particle Tracking Velocimetry
Sax, C.; Dreisbach, M.; Leister, R.; Kriegseis, J.
2023. Measurement Science and Technology, 34 (9), Art.Nr.: 095909. doi:10.1088/1361-6501/acd4b4

Three-dimensional encoding of a gas–liquid interface by means of color-coded glare points
Dreisbach, M.; Blessing, S.; Brunn, A.; Michaux, F.; Stroh, A.; Kriegseis, J.
2023. Experiments in Fluids, 64 (3), 53. doi:10.1007/s00348-023-03592-0

Fluid-mechanical evaluation of different clutch geometries based on experimental and numerical investigations = Numerisch-experimentelle Analyse von Strömungs- topologien bei Nutmustervariationen an offenen nassen Lamellenkupplungen
Sax, C.; Stroh, A.; Leister, R.; Dreisbach, M.; Kriegseis, J.; Denda, C.; Bürk, P.
2023. Kupplungs- und Bremssysteme für mobile und stationäre Anwendungen : Auslegung - Systemverhalten - Lösungen, 109–124, VDI Verlag. doi:10.51202/9783181024140-109

2022

Particle detection by means of neural networks and synthetic training data refinement in defocusing particle tracking velocimetry
Dreisbach, M.; Leister, R.; Probst, M.; Friederich, P.; Stroh, A.; Kriegseis, J.
2022. Measurement Science and Technology, 33 (12), Art.Nr. 124001. doi:10.1088/1361-6501/ac8a09

Conference Contributions

2024

Physics-informed neural networks for the prediction of hidden fluid mechanics in droplet impingement
Dreisbach, M.; Kiyani, E.; Kriegseis, J.; Karniadakis, G.; Stroh, A.
2024, September. 1st European Fluid Dynamics Conference (EFDC1 2024), Aachen, Germany, September 16–20, 2024

2023

Blasengrößenbestimmung durch Interferometric Particle Imaging (IPI) in Vorwärts,- Seitwärts- und Rückstreuung
Sax, C.; Dreisbach, M.; Kriegseis, J.
2023, September. 30. Experimentelle Strömungsmechanik (2023), Munich, Germany, September 5–7, 2023

Volumetric reconstruction of drop impact dynamics by means of color-coded glare points and deep learning
Dreisbach, M.; Blessing, S.
2023, April 5. 11th International Conference on Multiphase Flow (ICMF 2023), Kobe, Japan, April 2–7, 2023

2022

Three-Dimensional Detection Of A Gas-Liquid Interface By Means Of Oblique Colored Light Sources
Dreisbach, M.; Blessing, S.; Michaux, F.; Brunn, A.; Stroh, A.; Kriegseis, J.
2022. Proceedings of the 20th International Symposium on Application of Laser and Imaging Techniques to Fluid Mechanics, Lisboa, P, July 11-14, 2022

2021

Particle Detection by means of Machine Learning in Defocusing PTV
Dreisbach, M.; Leister, R.; Probst, M.; Friederich, P.; Stroh, A.; Kriegseis, J.
2021. 14th International Symposium on Particle Image Velocimetry, Illinois Institute of Technology (Illinois Tech). doi:10.18409/ispiv.v1i1.182

Supervised student theses

Master's thesis by Christian Sax (2022): "Particle Detection by means of Deep Learning and Conventional Algorithms for Defocusing Particle Tracking Velocimetry data"
Bachelor's thesis by Ubada Gad (2022): "3D detection of a gas-liquid interface by means of colored light sources at varying elevation and azimuth angles"
Bachelor's thesis by Kilian Harlos (2023): "Experimental investigation of regime boundaries for a drop impingement on flat and structured surfaces"
Bachelor's thesis by Daniel Prado (2023): "Image Processing Techniques for Two-Phase Flows in Microchannels"
Bachelor's thesis by Noah Fürst (2023): "Experimental Investigation of Bubble Entrapment During Drop Impact on Smooth Substrates"
Bachelor's thesis by Antonius Luy (2023): "Extension of a drop impact test-rig by lateral glare point for multi-view RGB-Shadowgraphy"