Explicit physics-informed neural networks for non-linear upscaling closure: the case of transport in tissues

Ehsan Taghizadeh, Helen M. Byrne, Brian D. Wood

In this work, we use a combination of formal upscaling and data-driven machine learning for explicitly closing a nonlinear transport and reaction process in a multiscale tissue. Th…