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Discrete representations of orbit structures of flows for topological data analysis.

Authors :
Sakajo, Takashi
Yokoyama, Tomoo
Source :
Discrete Mathematics, Algorithms & Applications; Aug2023, Vol. 15 Issue 6, p1-38, 38p
Publication Year :
2023

Abstract

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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17938309
Volume :
15
Issue :
6
Database :
Complementary Index
Journal :
Discrete Mathematics, Algorithms & Applications
Publication Type :
Academic Journal
Accession number :
164158485
Full Text :
https://doi.org/10.1142/S1793830922501439