Cell averages 1 Circulants 1 Control nonlinearities 1 Convergence of numerical methods 1 Convolution 1 Convolutional neural network 1 Deep learning 1 Deep neural networks 1 Down-scaling 1 Dynamical systems 1 Fine-scale 1 Fixed point system 1 Functions 1 Hybrid objective 1 Input datas 1 Input output programs 1 Iterative methods 1 Linear complementarity problems 1 Mathematical modeling 1 Matrix algebra 1 Modulus-based circulant and skew-circulant splitting 1 Network architecture 1 Neural networks 1 Nonlinear equations 1 Nonlinear transport equations 1 Nonlinear upscaling 1 Numerical results 1 Objective functions 1 Parameter estimation 1 Parameters estimation 1