Discrete representations of orbit structures of flows for topological data analysis

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 sequence 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 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, called Topological Flow Data Analysis (TFDA), 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.

Combinatorial structures of the space of gradient vector fields on compact surfaces

“…On the other hand, the topologies of such fluids also can be changed by switching combinatorial structures of separatrices. Such combinatorial structures are studied from fluid mechanics [2,7,11], integrable systems [5], and dynamical systems [8,[14][15][16][17][20][21][22][23].…”