论文标题
偏离张量分解的介绍三维及其多台表示
An Introduction to the Deviatoric Tensor Decomposition in Three Dimensions and its Multipole Representation
论文作者
论文摘要
张量场的分析和可视化是一项非常具有挑战性的任务。除了零和一阶张量的情况外,大多数技术都集中在对称二阶张量上。只有少数作品涉及高阶的完全对称张量。与两个高阶的其他张量相比,对其他张量的工作异常罕见。我们认为,这种差距的主要原因是缺乏有关一般高阶张量的合适张量分解的知识。我们将重点放在三个维度上,因为大多数应用都与三维空间有关。对称二阶张量的大量工作使用光谱分解。完全对称的高阶张量的工作经常处理基于球形谐波的分解。这些分解不直接适用于三维中高阶的一般张量。但是,另一种可用的选择是用于此类张量的偏离分解,将它们分成偏离者。与偏差的多极表示,它允许通过一组方向和非负标量在三个维度中描述三个维度的任何张量。这种方法的具体吸引力在于它的一般适用性,开辟了一种潜在的张量解释途径。但是,在工程界,基本概念并未广泛理解。因此,在本文中,我们从各种文献来源收集有关这种分解的信息。目的是收集和准备材料以进行进一步分析,并使其他研究人员有机会朝这个方向工作。本文希望刺激这种分解的使用以及寻找对这一独特代数属性的解释。该方向的第一步是通过对对称二阶三维张量的多极表示的详细分析给出的。
The analysis and visualization of tensor fields is a very challenging task. Besides the cases of zeroth- and first-order tensors, most techniques focus on symmetric second-order tensors. Only a few works concern totally symmetric tensors of higher-order. Work on other tensors of higher-order than two is exceptionally rare. We believe that one major reason for this gap is the lack of knowledge about suitable tensor decompositions for the general higher-order tensors. We focus here on three dimensions as most applications are concerned with three-dimensional space. A lot of work on symmetric second-order tensors uses the spectral decomposition. The work on totally symmetric higher-order tensors deals frequently with a decomposition based on spherical harmonics. These decompositions do not directly apply to general tensors of higher-order in three dimensions. However, another option available is the deviatoric decomposition for such tensors, splitting them into deviators. Together with the multipole representation of deviators, it allows to describe any tensor in three dimensions uniquely by a set of directions and non-negative scalars. The specific appeal of this methodology is its general applicability, opening up a potentially general route to tensor interpretation. The underlying concepts, however, are not broadly understood in the engineering community. In this article, we therefore gather information about this decomposition from a range of literature sources. The goal is to collect and prepare the material for further analysis and give other researchers the chance to work in this direction. This article wants to stimulate the use of this decomposition and the search for interpretation of this unique algebraic property. A first step in this direction is given by a detailed analysis of the multipole representation of symmetric second-order three-dimensional tensors.