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Manifold learning for parameter reduction

Large scale dynamical systems (e.g. many nonlinear coupled differential equations) can often be summarized in terms of only a few state variables (a few equations), a trait that reduces complexity and facilitates exploration of behavioral aspects of otherwise intractable models. High model dimension...

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Dades bibliogràfiques
Publicat a:J Comput Phys
Autors principals: Holiday, Alexander, Kooshkbaghi, Mahdi, Bello-Rivas, Juan M., Gear, C. William, Zagaris, Antonios, Kevrekidis, Ioannis G.
Format: Artigo
Idioma:Inglês
Publicat: 2019
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC6528681/
https://ncbi.nlm.nih.gov/pubmed/31130740
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jcp.2019.04.015
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