Modular dynamical systems on networks
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Abstract (arXiv)
We propose a new framework for the study of continuous time dynamical systems on networks. We view such dynamical systems as collections of interacting control systems. We show that a class of maps between graphs called graph fibrations give rise to maps between dynamical systems on networks. This allows us to produce conjugacy between dynamical systems out of combinatorial data. In particular we show that surjective graph fibrations lead to synchrony subspaces in networks. The injective graph fibrations, on the other hand, give rise to surjective maps from large dynamical systems to smaller ones. One can view these surjections as a kind of "fast/slow" variable decompositions or as "abstractions" in the computer science sense of the word.
Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 15 Mar 2013.
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- 2024The Role of Fibration Symmetries in Geometric Deep Learning28 Aug 2024