Domain knowledge integration into deep learning for typhoon intensity classification

In this report, we propose a deep learning technique for high-accuracy estimation of the intensity class of a typhoon from a single satellite image, by incorporating meteorological domain knowledge. By using the Visual Geometric Group’s model, VGG-16, with images preprocessed with fisheye distortion...

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Detalles Bibliográficos
Autores principales: Higa, Maiki, Tanahara, Shinya, Adachi, Yoshitaka, Ishiki, Natsumi, Nakama, Shin, Yamada, Hiroyuki, Ito, Kosuke, Kitamoto, Asanobu, Miyata, Ryota
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8217498/
https://www.ncbi.nlm.nih.gov/pubmed/34155252
http://dx.doi.org/10.1038/s41598-021-92286-w

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8217498/
https://www.ncbi.nlm.nih.gov/pubmed/34155252
http://dx.doi.org/10.1038/s41598-021-92286-w

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