Picking-Texas

Description

• Transfer Learning for Seismic Phase Picking in Texas.
• Data Link: https://drive.google.com/drive/folders/1WXVB8ytNB4bOaZ97oq6OmMRyAEg95trp?usp=sharing
• Test IDs Link: https://drive.google.com/file/d/1rg8CEPgAq4QClCPHfnEJ-RJkS4Mrnxbo/view?usp=sharing

Reference

Omar, et al., 2024, Transfer Learning for Seismic Phase Picking in Texas, TBD.

BibTeX:

@article{TFTEXAS,
  title={Transfer Learning for Seismic Phase Picking in Texas},
  author={Omar et al.},
  journal={TBD},
  volume={TBD},
  number={TBD},
  issue={TBD},
  pages={TBD},
  year={2024},
  publisher={TBD}
}

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How to Run?

1- In this directory, we have the test file:

• test_EQ_Texas.npy --- The IDs for testing.

2- Run the "EQCCT_P_Test.py" to evaluate the performance of the EQCCT using the test set.

• You need to change the path of the best model in Line 1123 "input_model".

3- Run the "EQCCT_S_Test.py" to evaluate the performance of the EQCCT using the test set.

• You need to change the path of the best model in Line 1131 "input_model".

4- Run the "Read_Data_Evaluation_P.py" to obtain the different evaluation metrics for the EQCCT picks.

• This script will save the P picking error in Numpy file (only the picks with errors less than 0.5 s)

5- Run the "Read_Data_Evaluation_S.py" to obtain the different evaluation metrics for the EQCCT picks.

• This script will save the S picking error in Numpy file (only the picks with errors less than 0.5 s)