Topological Analysis and Visualization of Asymmetric Tensor Fields
نویسندگان
چکیده
Visualizing asymmetric tensors is an important task in understanding fluid dynamics. In this paper, we describe topological analysis and visualization techniques for asymmetric tensor fields on surfaces based on analyzing the impact of the symmetric and antisymmetric components of the tensor field on its eigenvalues and eigenvectors. At the core of our analysis is a reparameterization of the space of 2×2 tensors, which allows us to understand the topology of tensor fields by studying the manifolds of eigenvalues and eigenvectors. We present a partition of the eigenvalue manifold using a Voronoi diagram, which allows to segment a tensor field based on its relatively strengths in isotropic scaling, rotation, and anisotropic stretching. Our analysis of eigenvectors is based on the observation that the dual-eigenvectors of a tensor depend solely on the symmetric constituent of the tensor. The anti-symmetric component acts on the eigenvectors by rotating them either clockwise or counterclockwise towards the nearest dual-eigenvector. The orientation and the amount of the rotation are derived from the ratio between the symmetric and anti-symmetric components. We observe that symmetric tensors form the boundary between regions of clockwise flows and regions of counterclockwise flows. Crossing such a boundary results in discontinuities in the major and minor dual eigenvectors. Thus we define symmetric tensors as part of the tensor field topology in addition to degenerate tensors. These observations inspire us to illustrate the topology of the symmetric component and anti-symmetric component simultaneously. We demonstrate the utility of our techniques on an important application from computational fluid dynamics, namely, engine simulation.
منابع مشابه
2D Asymmetric Tensor Field Topology
In this chapter we define the topology of 2D asymmetric tensor fields in terms of two graphs corresponding to the eigenvalue and eigenvector analysis for the tensor fields, respectively. Asymmetric tensor field topology can not only yield a concise representation of the field, but also provide a framework for spatial-temporal tracking of field features. Furthermore, inherent topological constra...
متن کاملTopological Analysis of Asymmetric Tensor Fields for Flow Visualization
Most existing flow visualization techniques focus on the analysis and visualization of the vector field that describes the flow. In this paper, we employ a rather different approach by performing tensor field analysis and visualization on the gradient of the vector field, which can provide additional and complementary information to the direct analysis of the vector field. Our techniques focus ...
متن کاملTensor Topology Tracking: A Visualization Method For Time-Dependent 2D Symmetric Tensor Fields
Topological methods produce simple and meaningful depictions of symmetric, second order two-dimensional tensor fields. Extending previous work dealing with vector fields, we propose here a scheme for the visualization of time-dependent tensor fields. Basic notions of unsteady tensor topology are discussed. Topological changes known as bifurcations are precisely detected and identified by our me...
متن کاملVisualization of Two-Dimensional Symmetric Positive Definite Tensor Fields Using the Heat Kernel Signature
We propose a method for visualizing two-dimensional symmetric positive definite tensor fields using the Heat Kernel Signature (HKS). The HKS is derived from the heat kernel and was originally introduced as an isometry invariant shape signature. Each positive definite tensor field defines a Riemannian manifold by considering the tensor field as a Riemannian metric. On this Riemmanian manifold we...
متن کاملComplete Tensor Field Topology on 2D Triangulated Manifolds embedded in 3D
This paper is concerned with the extraction of the surface topology of tensor fields on 2D triangulated manifolds embedded in 3D. In scientific visualization topology is a meaningful instrument to get a hold on the structure of a given dataset. Due to the discontinuity of tensor fields on a piecewise planar domain, standard topology extraction methods result in an incomplete topological skeleto...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2007