Discrete representations of orbit structures of flows for topological data analysis

被引:2
|
作者
Sakajo, Takashi [1 ]
Yokoyama, Tomoo [2 ]
机构
[1] Kyoto Univ, Dept Math, Kyoto 6068602, Japan
[2] Gifu Univ, Appl Math & Phys Div, Yanagido 1-1, Gifu 5011193, Japan
基金
英国工程与自然科学研究理事会;
关键词
Topology; combinatorics; graphs; vector fields on surfaces; topological data analysis; MORSE-SMALE FLOWS; STREAMLINE TOPOLOGIES; CLASSIFICATION; FIELDS; 2D;
D O I
10.1142/S1793830922501439
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper shows that the topological structures of particle orbits generated by a generic class of vector fields on spherical surfaces, called the flow of finite type, are in one-to-one correspondence with discrete structures such as trees/graphs and sequences of letters. The flow of finite type is an extension of structurally stable Hamiltonian vector fields, which appear in many theoretical and numerical investigations of two-dimensional (2D) incompressible fluid flows. Moreover, it contains compressible 2D vector fields such as the Morse-Smale vector fields and the projection of 3D vector fields onto 2D sections. The discrete representation is not only a simple symbolic identifier for the topological structure of complex flows, but it also gives rise to a new methodology of topological data analysis for flows when applied to data brought by measurements, experiments, and numerical simulations of complex flows. As a proof of concept, we provide some applications of the representation theory to 2D compressible vector fields and a 3D vector field arising in an industrial problem.
引用
收藏
页数:38
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