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Reconstructing Attractors with Autoencoders

Authors :
Fainstein, Facundo
Mindlin, Gabriel B.
Groisman, Pablo
Publication Year :
2024

Abstract

We show how to train an autoencoder to reconstruct an attractor from recorded footage, preserving the topology of the underlying phase space. This is explicitly demonstrated for the classic finite-amplitude Lorenz atmospheric convection problem.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2404.16855
Document Type :
Working Paper