Deep learning-based schemes for singularly perturbed convection-diffusion problems*

Deep learning-based numerical schemes such as Physically Informed Neural Networks (PINNs) have recently emerged as an alternative to classical numerical schemes for solving Partial Differential Equations (PDEs). They are very appealing at first sight because implementing vanilla versions of PINNs ba...

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Bibliographic Details
Main Authors: Beguinet Adrien, Ehrlacher Virginie, Flenghi Roberta, Fuente Maria, Mula Olga, Somacal Agustin
Format: Article
Language:English
Published: EDP Sciences 2023-01-01
Series:ESAIM: Proceedings and Surveys
Online Access:https://www.esaim-proc.org/articles/proc/pdf/2023/02/proc2307303.pdf