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Predicting porosity, permeability, and tortuosity of porous media from images by deep learning

Convolutional neural networks (CNN) are utilized to encode the relation between initial configurations of obstacles and three fundamental quantities in porous media: porosity ([Formula: see text] ), permeability (k), and tortuosity (T). The two-dimensional systems with obstacles are considered. The...

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Detalles Bibliográficos
Autores principales: Graczyk, Krzysztof M., Matyka, Maciej
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7722859/
https://www.ncbi.nlm.nih.gov/pubmed/33293546
http://dx.doi.org/10.1038/s41598-020-78415-x

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