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Geodesic Paths in Shape Space

形状空间中的测地线路径

基本信息

批准号：
212212052
负责人：
Professor Dr. Martin Rumpf
金额：
--
依托单位：
Institut für Numerische Mathematik
依托单位国家：
德国
项目类别：
Research Grants
财政年份：
2012
资助国家：
德国
起止时间：
2011-12-31 至 2020-12-31
项目状态：
已结题

来源：
https://gepris.dfg.de/gepris/projekt/212212052?language=en
关键词：
Geodesic Paths Shape Space

项目摘要

This project provides robust and flexible tools for the quantitative analysis of shapes in the interplay between applied geometry and numerical simulation. Here, shapes are curved surfaces that physically represent shell-type geometries. In isogeometric analysis, one faces a wide range of low- and moderate-dimensional descriptions of complicated and realistic geometries. Thus, the geometric description of shapes is flexible, ranging from simple piecewise linear to subdivision-generated spline type surface representations. The fundamental tool for a quantitative shape analysis is the computation of a distance between two shapes as objects in a high- or even infinite-dimensional Riemannian shape space. Beyond the Riemannian distance, we develop a fully fletched Riemannian calculus including the geometric exponential map, the geometric logarithm, parallel transport, covariant derivative as well as Riemannian splines. Furthermore, we investigate the statistical analysis of large data sets of shapes. We aim at applying these methods in the context of surface animation in computer graphics and geometry processing. In the final year of the NFN Geometry+Simulation we will continue to pursue the following approaches. This is an updated description of the project's objectives following the original application of the corresponding subproject in the NFN Geometry+Simulation submitted to FWF: (A) a principal geodesic analysis (PGA) of discrete shells based on nonlinear rigid body motion invariant coordinates,(B) a reduced bases approach derived from the PGA for real-time manipulation and animation of detailed triangular models,(C) an isogeometric approach for the discretization of elastic shell energies based on a G^1 multi-patch B-spline parametrization,(D) the implementation of these nonlinear energies in the software framework G+Smo developed project--overarching within the NFN.

该项目为应用几何学和数值模拟之间的相互作用中的形状的定量分析提供了可靠和灵活的工具。在这里，形状是物理表示壳类型几何图形的曲面。在等距分析中，人们面临着对复杂和真实几何图形的广泛的低维和中维描述。因此，形状的几何描述是灵活的，从简单的分段线性到细分生成的样条型曲面表示。定量形状分析的基本工具是计算高维甚至无限维黎曼形状空间中作为对象的两个形状之间的距离。在黎曼距离之外，我们发展了一个包含几何指数映射、几何对数、平行传输、协变导数以及黎曼样条的完全斑点黎曼演算。此外，我们还研究了形状大数据集的统计分析。我们的目标是将这些方法应用于计算机图形学和几何处理中的曲面动画。在NFN几何+模拟的最后一年，我们将继续追求以下方法。这是在提交给FWF的NFN几何+模拟中的相应子项目最初应用之后对项目目标的更新描述：(A)基于非线性刚体运动不变坐标的离散壳的主测地线分析(PGA)，(B)从PGA派生的用于实时操纵详细三角形模型和动画的减基方法，(C)用于弹性壳能量离散化的等几何方法，基于G^1多面片B-Spline参数化，(D)在软件框架G+SMO中实施这些非线性能量，在NFN内开发项目总体。