Neural Adapter

A framework for generating simulation data and training neural network surrogates for preCICE-coupled solvers.

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Project Structure

• ./simulations/: Contains all components for generating and running coupled simulations.
  • fluid-openfoam/: The OpenFOAM participant, case templates, and parameter sets.
  • python_participant/: The Python-based data recorder participant.
• ./data/: The output directory for all generated simulation data. This directory is git-ignored.
• ./neural_surrogate/: Contains the PyTorch machine learning models, dataset handlers, and training scripts.

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Core Workflow