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Deep Theory of Functional Connections: A New Method for Estimating the Solutions of Partial Differential Equations

This article presents a new methodology called Deep Theory of Functional Connections (TFC) that estimates the solutions of partial differential equations (PDEs) by combining neural networks with the TFC. The TFC is used to transform PDEs into unconstrained optimization problems by analytically embed...

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Detalhes bibliográficos
Publicado no:Mach Learn Knowl Extr
Main Authors: Leake, Carl, Mortari, Daniele
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7259480/
https://ncbi.nlm.nih.gov/pubmed/32478283
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3390/make2010004
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