Abstract
The analysis of large multiphase flow simulation data poses an interesting and complex research question, which can be addressed with interactive visualization techniques, as well as semi-automated analysis processes. In this project, the focus lies on the investigation of forces governing droplet evolution. Therefore, our proposed methods visualize and allow the analysis of droplet deformation and breakup, droplet behavior and evolution, and droplet-internal flow. By deriving quantities for interface stretching and bending, we visualize and analyze the influence of surface tension force on breakup dynamics, and forces induced by Marangoni convection. Using machine learning to train a simple model for the prediction of physical droplet properties, we provide a visual analysis framework that can be used to analyze large simulation data. Computing droplet-local velocity fields where every droplet is observed separately in its own frame of reference, we create local, interpretable visualizations of flow within droplets, allowing for the investigation of the influence of flow dynamics on droplet evolution.
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References
Ayachit, U.: The ParaView Guide: A Parallel Visualization Application. Kitware, Inc., New York (2015)
Bhatia, H., Pascucci, V., Bremer, P.: The natural Helmholtz-Hodge decomposition for open-boundary flow analysis. IEEE Trans. Vis. Comput. Graph. 20(11), 1566–1578 (2014)
Eisenschmidt, K., Ertl, M., Gomaa, H., Kieffer-Roth, C., Meister, C., Rauschenberger, P., Reitzle, M., Schlottke, K., Weigand, B.: Direct numerical simulations for multiphase flows: an overview of the multiphase code FS3D. Appl. Math. Comput. 272, 508–517 (2016)
Endert, A., Ribarsky, W., Turkay, C., Wong, B.L.W., Nabney, I.T., Blanco, I.D., Rossi, F.: The state of the art in integrating machine learning into visual analytics. Comput. Graph. Forum 36(8), 458–486 (2017)
Floater, M.S., Hormann, K.: Surface parameterization: a tutorial and survey. In: Advances in Multiresolution for Geometric Modelling, pp. 157–186. Springer, Berlin (2005)
Grinspun, E., Hirani, A.N., Desbrun, M., Schröder, P.: Discrete shells. In: Proceedings of the 2003 ACM SIGGRAPH/Eurographics Symposium on Computer Animation, pp. 62–67. The Eurographics Association (2003)
Günther, T., Gross, M.H., Theisel, H.: Generic objective vortices for flow visualization. ACM Trans. Graph. 36(4), 141:1–141:11 (2017)
Günther, T., Rössl, C., Theisel, H.: Hierarchical opacity optimization for sets of 3D line fields. Comput. Graph. Forum 33(2), 507–516 (2014)
Günther, T., Theisel, H., Gross, M.H.: Decoupled opacity optimization for points, lines and surfaces. Comput. Graph. Forum 36(2), 153–162 (2017)
Haller, G.: Lagrangian coherent structures. Ann. Rev. Fluid Mech. 47(1), 137–162 (2015)
Heinemann, M.: ML-based visual analysis of droplet behaviour in multiphase flow simulations. Master’s thesis, University of Stuttgart (2018)
Hirt, C.W., Nichols, B.D.: Volume of fluid (VOF) method for the dynamics of free boundaries. J. Comput. Phys. 39(1), 201–225 (1981)
Karch, G.K., Beck, F., Ertl, M., Meister, C., Schulte, K., Weigand, B., Ertl, T., Sadlo, F.: Visual analysis of inclusion dynamics in two-phase flow. IEEE Trans. Vis. Comput. Graph. 24(5), 1841–1855 (2018)
Karch, G.K., Sadlo, F., Meister, C., Rauschenberger, P., Eisenschmidt, K., Weigand, B., Ertl, T.: Visualization of piecewise linear interface calculation. In: IEEE Pacific Visualization Symposium (PacificVis 2013), pp. 121–128 (2013)
Kenwright, D.N., Haimes, R.: Vortex identification—applications in aerodynamics: a case study. In: IEEE Visualization ’97, Proceedings, pp. 413–416. IEEE Computer Society and ACM (1997)
Lamanna, G., Tonini, S., Cossali, G.E., Weigand, B.: Selected results of the international research training group (GRK 2160/1) “droplet interaction technologies” (DROPIT). In: Proceedings of ICLASS 2018, 14th Triennial International Conference on Liquid Atomization and Spray Systems. ILASS (Institute for Liquid Atomization and Spray Systems) (2018)
Ling, J., Templeton, J.: Evaluation of machine learning algorithms for prediction of regions of high Reynolds averaged Navier Stokes uncertainty. Phys. Fluids 27(8), 085103 (2015)
Marchesin, S., Chen, C., Ho, C., Ma, K.: View-dependent streamlines for 3D vector fields. IEEE Trans. Vis. Comput. Graph. 16(6), 1578–1586 (2010)
McLoughlin, T., Jones, M.W., Laramee, R.S., Malki, R., Masters, I., Hansen, C.D.: Similarity measures for enhancing interactive streamline seeding. IEEE Trans. Vis. Comput. Graph. 19(8), 1342–1353 (2013)
Myers, T.G.: Thin films with high surface tension. SIAM Rev. 40(3), 441–462 (1998)
Obermaier, H., Joy, K.I.: Derived metric tensors for flow surface visualization. IEEE Trans. Vis. Comput. Graph. 18(12), 2149–2158 (2012)
Popinet, S.: An accurate adaptive solver for surface-tension-driven interfacial flows. J. Comput. Phys. 228(16), 5838–5866 (2009)
Straub, A.: Visualization of interface instabilities in two-phase flow. Master’s thesis, University of Stuttgart (2016)
Straub, A., Heinemann, M., Ertl, T.: Visualization and visual analysis for multiphase flow. In: Proceedings of the DIPSI Workshop 2019. Droplet Impact Phenomena & Spray Investigations, pp. 25–27. Università degli studi di Bergamo (2019)
Straub, A., Karch, G.K., Boblest, S., Kaufmann, J., Sadlo, F., Weigand, B., Ertl, T.: Visual analysis of interface deformation in multiphase flow. In: Proceedings of the DIPSI Workshop 2018. Droplet Impact Phenomena & Spray Investigations, pp. 45–47. Università degli studi di Bergamo (2018)
Thoroddsen, S.T., Qian, B., Etoh, T.G., Takehara, K.: The initial coalescence of miscible drops. Phys. Fluids 19(7), 072110 (2007)
Tompson, J., Schlachter, K., Sprechmann, P., Perlin, K.: Accelerating Eulerian fluid simulation with convolutional networks. In: Proceedings of the 34th International Conference on Machine Learning (ICML 2017), vol. 70, pp. 3424–3433. PMLR (2017)
Wiebel, A., Garth, C., Scheuermann, G.: Localized flow analysis of 2D and 3D vector fields. In: EuroVis05: Joint Eurographics—IEEE VGTC Symposium on Visualization, pp. 143–150. Eurographics Association (2005)
Wiebel, A., Tricoche, X., Schneider, D., Jänicke, H., Scheuermann, G.: Generalized streak lines: analysis and visualization of boundary induced vortices. IEEE Trans. Vis. Comput. Graph. 13(6), 1735–1742 (2007)
Youngs, D.L.: An interface tracking method for a 3D Eulerian hydrodynamics code. Atomic Weapons Research Establishment (AWRE), Technical Report, 44(92) (1984)
Acknowledgements
This chapter was written by Alexander Straub and Thomas Ertl, but many more took part in the research for the herein presented projects (in alphabetical order): Sebastian Boblest, Steffen Frey, Moritz Heinemann, Grzegorz K. Karch, Filip Sadlo, Jonas Steigerwald, Gleb Tkachev, and Bernhard Weigand. This work was partially funded by Deutsche Forschungsgemeinschaft (DFG) as part of the Cluster of Excellence EXC 2075 “SimTech” (390740016), Transregional Collaborative Research Center SFB/Transregio 75 (84292822), and the International Research Training Group GRK 2160 “DROPIT” (270852890).
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Straub, A., Ertl, T. (2020). Visualization Techniques for Droplet Interfaces and Multiphase Flow. In: Lamanna, G., Tonini, S., Cossali, G., Weigand, B. (eds) Droplet Interactions and Spray Processes. Fluid Mechanics and Its Applications, vol 121. Springer, Cham. https://doi.org/10.1007/978-3-030-33338-6_16
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