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1d-cnn-GMRs

  • The three NN models: 1D CNN, 2D CNN, ANN, were used in the paper of "Faster Post-Earthquake Damage Assessment Based on 1D Convolutional Neural Networks". https://doi.org/10.3390/app11219844.
  • A small dataset was generated for illustration. Readers are encouraged to try these models on their own data.
  • Raw data may be made available upon request from the correspondence author (gchen at mst dot edu).
  • These models were run in Linux Ubuntu system with python 3.6 and tensorflow 2.2.
  • Feel free to contact Xinzhe (yuan dot xz at outlook dot com) if any questions.