Title
Learning macroscopic parameters in nonlinear multiscale simulations using nonlocal multicontinua upscaling techniques
Abstract
•We have designed novel nonlinear upscaling methods that use neural networks in computing complex macroscopic relations.•The proposed approaches make rigorous nonlinear upscaling tools practical.•We consider several examples to demonstrate our approaches.
Year
DOI
Venue
2020
10.1016/j.jcp.2020.109323
Journal of Computational Physics
Keywords
DocType
Volume
Multi-scale,Nonlocal multicontinua,Upscaling,Nonlinear,Porous media,Machine learning
Journal
412
ISSN
Citations 
PageRank 
0021-9991
1
0.37
References 
Authors
0
5
Name
Order
Citations
PageRank
Vasilyeva Maria110.37
Leung Wing T.210.37
Eric T. Chung338846.61
Yalchin Efendiev458167.04
Mary F. Wheeler5748117.66