Particle systems are of great importance for many industrial applications, in process engineering and food chemistry as well as in pharmaceutical production. Using active methods involving magnetic, electric and acoustic fields, promising systems have been developed that enable targeted fractionation of particle solutions in a flexible and easily scalable environment. The aim of the research project is to set up a system in which surface acoustic waves (SAW) are used to sort particles according to their size, shape and acoustic contrast (mechanical properties). To characterise this system, astigmatism PTV is used in conjunction with deep learning neural networks to measure acoustically excited flows and the three-dimensional particle positions while simultaneously classifying the particles according to their size and shape.
Funding organisation: DFG
Partner:
Research groups within the SPP 2045, TU München, DTU Kopenhagen
Associates:
Prof. Dr.-Ing. Christian Cierpka (Project leader)
Dr. Jörg König (Project leader)
Sebastian Sachs (Processor)
Publications:
S. Sachs, Manuel Ratz, Patrick Mäder, J. König, C. Cierpka (2023) Particle detection and size recognition based on defocused particle images: a comparison of a deterministic algorithm and a deep neural network, Exp Fluids 64, 21
S. Sachs, C. Cierpka, J. König (2022) On the acoustically induced fluid flow in particle separation systems employing standing surface acoustic waves – Part II, Lab on a Chip 22, 2028-2040
S. Sachs, M. Baloochi, C. Cierpka, J. König (2022) On the acoustically induced fluid flow in particle separation systems employing standing surface acoustic waves – Part I, Lab on a Chip 22, 2011-2027
R. Barnkob, C. Cierpka, M. Chen, S. Sachs, P. Mäder, M. Rossi (2021) Defocus particle tracking: a comparison of methods based on model functions, cross-correlation, and neural networks, Measurement Science and Technology 32, 094011
S. Sachs, C. Cierpka, J. König, 3D3C flow measurements of the acoustically induced vortex structures in a standing surface acoustic wave field. In: Proceedings of the Acoustofluidics 2021 conference, 26.-27. August 2021, virtual conference
S. Sachs, C. Cierpka, C, J. König, 3D3C Strömungsmessungen zum Einfluss akustisch induzierter Wirbelstrukturen auf die Partikelfraktionierung in Mikrokanälen. Tagungsband der 28. GALA-Fachtagung "Experimentelle Strömungsmechanik", 7.-9. September 2021, Bremen, Herausgeber: Fischer, A., Stöbener, D., Vanselow, C., Ruck, B., Leder, A., ISBN 978-3-9816764-7-1
S. Sachs, C. Cierpka, J. König, Measurement of the acoustic streaming pattern in a standing surface acoustic wave field. In: Proceedings of the 14th International Symposium on Particle Image Velocimetry, 1.-4. August 2021, virtual conference