Cargando…

Constructing Physics-Informed Neural Networks with Architecture Based on Analytical Modification of Numerical Methods by Solving the Problem of Modelling Processes in a Chemical Reactor

A novel type of neural network with an architecture based on physics is proposed. The network structure builds on a body of analytical modifications of classical numerical methods. A feature of the constructed neural networks is defining parameters of the governing equations as trainable parameters....

Descripción completa

Detalles Bibliográficos
Autores principales: Tarkhov, Dmitriy, Lazovskaya, Tatiana, Malykhina, Galina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861223/
https://www.ncbi.nlm.nih.gov/pubmed/36679461
http://dx.doi.org/10.3390/s23020663