Codes, Catalogues and Data for "Deep Learning Phase Pickers: How Well Can Existing Models Detect Hydraulic-Fracturing Induced Seismicity from a Downhole Array"
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Researcher (3):
Description
Codes, Catalogues and Data available for:
"Deep Learning Phase Pickers: How Well Can Existing Models Detect Hydraulic-Fracturing Induced Seismicity from a Downhole Array"
Catalog folder: Contains the CMM (beam-forming based) event catalogue as well as event and station information for the PNR-1z site.
Classification Test folder: Jupyter notebooks that run the classification tests and mseed input data of isolated phases (P, S, Noise).
DL_model_catalogues folder: Contains full catalogues for each DL phase picker (GPD, U-GPD, EQT and PhaseNet) and the LinMEF-filtered catalogues.
Model_run_docs folder: Util/core files for PhaseNet and EQTransformer to read data with different sampling frequencies (i.e., not 100 Hz)
Data folder: Contains one hour of continuous downhole data (11th December 2018, 9am-10am) from the PNR-1z dataset.
Files
cindylimsy/PNR_run-PhD.zip
Additional details
Related works
- Is version of
- Software: https://github.com/cindylimsy/PNR_run/tree/PhD (URL)
Software
- Repository URL
- https://github.com/cindylimsy/PNR_run/tree/PhD
- Programming language
- Python