QuakeMigrate is a Python package for automatic earthquake detection and location using waveform migration and stacking. It can be used to produce catalogues of earthquakes, including hypocentres, origin times, phase arrival picks, and local magnitude estimates, as well as rigorous estimates of the associated uncertainties.
The package has been built with a modular architecture, providing the potential for extension and adaptation at numerous entry points. This includes, but is not limited to:
- the calculation or import of traveltime grids
- the choice of algorithm used to identify phase arrivals (for example by kurtosis, cross-covariance analysis between multiple components, machine learning techniques and more)
- the stacking function used to combine onset functions
- the algorithm used to perform phase picking
Documentation
Documentation for QuakeMigrate is hosted here.
Installation
Installation instructions can be found here.
Usage
We are working on tutorials covering how each individual aspect of the package works, as well as example use cases where we provide substantive reasoning for the parameter choices used. These examples include applications to cryoseismicity and volcano seismology.
This is a work in progress - see our documentation for full details.
Binder
To quickly get a taste for how the software works, try out the two icequake examples hosted on Binder:
- Icequakes at the Rutford Ice Stream, Antarctica
- Icequakes at the Skeiðarárjökull outlet glacier, Iceland
And for a more comprehensive demonstration of the options available, see the template scripts.
Citation
If you use this package in your work, please cite the following conference presentation:
Winder, T., Bacon, C.A., Smith, J.D., Hudson, T., Greenfield, T. and White, R.S., 2020. QuakeMigrate: a Modular, Open-Source Python Package for Automatic Earthquake Detection and Location. In AGU Fall Meeting 2020. AGU.
or, if this is not possible, please cite the following journal article:
Smith, J.D., White, R.S., Avouac, JP, and S. Bourne (2020), Probabilistic earthquake locations of induced seismicity in the Groningen region, Netherlands, Geophysical Journal International.
We hope to have a publication coming out soon:
Winder, T., Bacon, C.A., Smith, J.D., Bacon, C.A., Hudson, T.S., Drew, J., and White, R.S. QuakeMigrate: a Python Package for Automatic Earthquake Detection and Location Using Waveform Migration and Stacking. (to be submitted to Seismological Research Letters).
Contact
You can contact us directly at: [email protected]
Any additional comments/questions can be directed to:
- Tom Winder - [email protected]
- Conor Bacon - [email protected]
License
This package is written and maintained by the QuakeMigrate developers, Copyright QuakeMigrate developers 2020-2021. It is distributed under the GPLv3 License. Please see the LICENSE file for a complete description of the rights and freedoms that this provides the user.