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Tensor Glyph Warping - Visualizing Metric Tensor Fields using Riemannian Exponential Maps

机译:张量字形变形-使用黎曼指数图可视化度量张量字段

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摘要

The Riemannian exponential map, and its inverse the Riemannian logarithm map, can be used to visualize metric tensor fields. In this chapter we first derive the well-known metric sphere glyph from the geodesic equations, where the tensor field to be visualized is regarded as the metric of a manifold. These glyphs capture the appearance of the tensors relative to the coordinate system of the human observer. We then introduce two new concepts for metric tensor field visualization: geodesic spheres and geodesically warped glyphs. These additions make it possible not only to visualize tensor anisotropy, but also the curvature and change in tensorshape in a local neighborhood. The framework is based on the exp maps, which can be computed by solving a second order Ordinary Differential Equation (ODE) or by manipulating the geodesic distance function. The latter can be found by solving the eikonal equation, a non-linear Partial Differential Equation (PDE), or it can be derived analytically for some manifolds. To avoid heavy calculations, we also include first and second order Taylor approximations to exp and log. In our experiments, these are shown to be sufficiently accurate to produce glyphs that visually characterize anisotropy, curvature and shape-derivatives in smooth tensor fields. 
机译:黎曼指数图及其逆黎曼对数图可用于可视化度量张量场。在本章中,我们首先从测地线方程中得出众所周知的度量球面字形,其中要可视化的张量场被视为流形的度量。这些字形捕获相对于人类观察者坐标系的张量外观。然后,我们为度量张量场可视化引入两个新概念:测地线球体和测地线扭曲字形。这些添加不仅使可视化张量各向异性,而且使局部邻域的曲率和张量形状的变化成为可能。该框架基于exp映射,可以通过求解二阶常微分方程(ODE)或通过操纵测地距离函数来计算。后者可以通过求解本征方程,一个非线性偏微分方程(PDE)来找到,或者可以通过解析方法得出某些流形。为避免繁琐的计算,我们还包括对exp和log的一阶和二阶泰勒近似。在我们的实验中,它们被证明足够精确,可以产生可视化表征张量场中的各向异性,曲率和形状导数的字形。

著录项

  • 作者

    Brun, Anders; Knutsson, Hans;

  • 作者单位
  • 年度 2009
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
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