Search Results for author: Ekhi Ajuria Illarramendi

Found 2 papers, 2 papers with code

Using neural networks to solve the 2D Poisson equation for electric field computation in plasma fluid simulations

1 code implementation27 Sep 2021 Lionel Cheng, Ekhi Ajuria Illarramendi, Guillaume Bogopolsky, Michael Bauerheim, Benedicte Cuenot

As a first step, solving the 2D Poisson equation with zero Dirichlet boundary conditions using a deep neural network is investigated using multiple-scale architectures, defined in terms of number of branches, depth and receptive field.

Performance and accuracy assessments of an incompressible fluid solver coupled with a deep Convolutional Neural Network

1 code implementation20 Sep 2021 Ekhi Ajuria Illarramendi, Michaël Bauerheim, Bénédicte Cuenot

To circumvent this issue, a hybrid strategy is developed, which couples a CNN with a traditional iterative solver to ensure a user-defined accuracy level.

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