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constitutiveRNN

Code and data for automated viscoelastic model discovery for muscle tissue.

Scientific paper using this code: (https://doi.org/10.1016/j.jmbbm.2023.106021)

Files:

  1. main: Example of training a model on muscle data
  2. muscle_data: supplementary code file that reads in muscle data
  3. muscle_mag_vals: data file for muscle tissue compressed to different final stretch magnitudes
  4. muscle_rate_vals: data file for muscle tissue compressed at different stretch rates
  5. plotting_tools: supplementary code containing plotting functions
  6. viscRNN: supplementary code containing functions to build the constitutive recurrent neural networks

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  • Python 100.0%