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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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Pubblicato in:Mach Learn Knowl Extr
Autori principali: Leake, Carl, Mortari, Daniele
Natura: Artigo
Lingua:Inglês
Pubblicazione: 2020
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Accesso online: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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