Identifying Locally Turbulent Vortices within Instabilities

August 21, 2024 ยท Declared Dead ยท ๐Ÿ› IEEE Symposium on Large Data Analysis and Visualization

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Authors Fabien Vivodtzev, Florent Nauleau, Jean-Philippe Braeunig, Julien Tierny arXiv ID 2408.12662 Category physics.flu-dyn Cross-listed cs.CV, cs.GR, cs.LG Citations 0 Venue IEEE Symposium on Large Data Analysis and Visualization Last Checked 1 month ago
Abstract
This work presents an approach for the automatic detection of locally turbulent vortices within turbulent 2D flows such as instabilites. First, given a time step of the flow, methods from Topological Data Analysis (TDA) are leveraged to extract the geometry of the vortices. Specifically, the enstrophy of the flow is simplified by topological persistence, and the vortices are extracted by collecting the basins of the simplified enstrophy's Morse complex. Next, the local kinetic energy power spectrum is computed for each vortex. We introduce a set of indicators based on the kinetic energy power spectrum to estimate the correlation between the vortex's behavior and that of an idealized turbulent vortex. Our preliminary experiments show the relevance of these indicators for distinguishing vortices which are turbulent from those which have not yet reached a turbulent state and thus known as laminar.
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