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Coarse-scale PDEs from fine-scale observations via machine learning

Complex spatiotemporal dynamics of physicochemical processes are often modeled at a microscopic level (through, e.g., atomistic, agent-based, or lattice models) based on first principles. Some of these processes can also be successfully modeled at the macroscopic level using, e.g., partial different...

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Detalhes bibliográficos
Publicado no:Chaos
Main Authors: Lee, Seungjoon, Kooshkbaghi, Mahdi, Spiliotis, Konstantinos, Siettos, Constantinos I., Kevrekidis, Ioannis G.
Formato: Artigo
Idioma:Inglês
Publicado em: AIP Publishing LLC 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7043837/
https://ncbi.nlm.nih.gov/pubmed/32013472
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1063/1.5126869
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