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@krlennon krlennon released this 24 Oct 15:56
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v0.1
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Rheological Universal Differential Equations

Repository containing the data and code used during preparation of the manuscript "Scientific Machine Learning for Modeling and Simulating Complex Fluids".

Contents

  • Scripts for training Rheological Universal Differential Equations (RUDEs) on synthetic data for the Giesekus model and experimental data characterizing a hydrogel
  • Small and large amplitude oscillatory shear (SAOS and LAOS) data characterizing the linear and nonlinear mechanics of a hydrogel
  • OpenFOAM simulation files for conducting a CFD simulation of flow through a planar contraction
  • Scripts for plotting training and simulation results

Full Changelog: https://github.com/krlennon/rude/commits/v0.1

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