Cell averages Control nonlinearities Deep learning Deep neural networks Down-scaling Fine-scale Nonlinear equations Nonlinear transport equations Nonlinear upscaling Scale properties Transport equation Upscaling Upscaling methods deep learning nonlinear upscaling transport equations