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Learning aerodynamics with neural network

We propose a neural network (NN) architecture, the Element Spatial Convolution Neural Network (ESCNN), towards the airfoil lift coefficient prediction task. The ESCNN outperforms existing state-of-the-art NNs in terms of prediction accuracy, with two orders of less parameters. We further investigate...

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Detalles Bibliográficos
Autores principales: Peng, Wenhui, Zhang, Yao, Laurendeau, Eric, Desmarais, Michel C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9043210/
https://www.ncbi.nlm.nih.gov/pubmed/35473951
http://dx.doi.org/10.1038/s41598-022-10737-4