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Geometry-Driven Detection, Tracking and Visual Analysis of Viscous and Gravitational Fingers

Abstract

Viscous and gravitational flow instabilities cause a displacement front to break up into finger-like fluids. The detection and evolutionary analysis of these fingering instabilities are critical in multiple scientific disciplines such as fluid mechanics and hydrogeology. However, previous detection methods of the viscous and gravitational fingers are based on density thresholding, which is susceptible to the user-specified threshold value. Also, the geometric structures of fingers and their evolution are little studied. In this work, we explore the geometric detection and evolution of the fingers in detail to elucidate the dynamics of the instability. Guided by a new ridge voxel detection method, we first extract finger cores from three-dimensional (3D) scalar fields. After skeletonizing finger cores into skeletons, we design a spanning tree based approach to capture how fingers branch in 3D space from the finger skeletons. Finally, we devise a novel geometric-glyph augmented tracking graph to study how the fingers and their branches grow, merge, and split over time. Feedback from earth scientists demonstrates the usefulness of our approach to analyzing the evolution of fingers.

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