Analyzing the topological structure of composite dynamical systems

Fuente: arXiv
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Hauptverfasser: Robinson, Michael, Szulczewski, Michael L., Thorson, James T.
Format: Preprint
Veröffentlicht: 2025
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author Robinson, Michael
Szulczewski, Michael L.
Thorson, James T.
author_facet Robinson, Michael
Szulczewski, Michael L.
Thorson, James T.
contents This chapter explores dynamical structural equation models (DSEMs) and their nonlinear generalizations into sheaves of dynamical systems. It demonstrates these two disciplines on part of the food web in the Bering Sea. The translation from DSEMs to sheaves passes through a formal construction borrowed from electronics called a netlist that specifies how data route through a system. A sheaf can be considered a formal hypothesis about how variables interact, that then specifies how observations can be tested for consistency, how missing data can be inferred, and how uncertainty about the observations can be quantified. Sheaf modeling provides a coherent mathematical framework for studying the interaction of various dynamical subsystems that together determine a larger system.
format Preprint
id arxiv_https___arxiv_org_abs_2511_04603
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Analyzing the topological structure of composite dynamical systems
Robinson, Michael
Szulczewski, Michael L.
Thorson, James T.
Algebraic Topology
18F20, 46M20
This chapter explores dynamical structural equation models (DSEMs) and their nonlinear generalizations into sheaves of dynamical systems. It demonstrates these two disciplines on part of the food web in the Bering Sea. The translation from DSEMs to sheaves passes through a formal construction borrowed from electronics called a netlist that specifies how data route through a system. A sheaf can be considered a formal hypothesis about how variables interact, that then specifies how observations can be tested for consistency, how missing data can be inferred, and how uncertainty about the observations can be quantified. Sheaf modeling provides a coherent mathematical framework for studying the interaction of various dynamical subsystems that together determine a larger system.
title Analyzing the topological structure of composite dynamical systems
topic Algebraic Topology
18F20, 46M20
url https://arxiv.org/abs/2511.04603