Skip to main content

Deep learning seismic phase picking project

Project description

SeisNN Version License

Notebook Docker

Docs build: CircleCI Docker Build

Github Pages: https://seisnn.github.io/SeisNN/

Deep learning seismic phase picking framework with SEISAN

workflow

example


Warning

The code is still in the development state, API will change frequently.

Beta version will be released soon.

Please star us for upcoming updates!


Prerequisite:

  • S-File catalog from SEISAN

  • SeisComP Data Structure (SDS) database. The directory and file layout of SDS is defined as:

    SDSROOT/YEAR/NET/STA/CHAN.TYPE/NET.STA.LOC.CHAN.TYPE.YEAR.DAY
    

Installation:

  • Follow the instructions in the Docker folder to create a Docker container.

Reference:

EQTansfomer | Github

Mousavi, S. M., Ellsworth, W. L., Zhu, W., Chuang, L. Y., & Beroza, G. C. (2020). Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking. Nature communications, 11(1), 1-12.

PhaseNet | Github

Zhu, W., & Beroza, G. C. (2018). PhaseNet: A Deep-Neural-Network-Based Seismic Arrival Time Picking Method. arXiv preprint arXiv:1803.03211.

U-net

Ronneberger, O., Fischer, P., & Brox, T. (2015, October). U-net: Convolutional networks for biomedical image segmentation. In International Conference on Medical image computing and computer-assisted intervention (pp. 234-241). Springer, Cham.

U-net ++ | Github

Zhou, Z., Siddiquee, M. M. R., Tajbakhsh, N., & Liang, J. (2018). Unet++: A nested u-net architecture for medical image segmentation. In Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support (pp. 3-11). Springer, Cham.


Personal Blog (Traditional Chinese only):

Jimmy Lab wordpress

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Files for SeisNN, version 0.5.0.dev0
Filename, size File type Python version Upload date Hashes
Filename, size SeisNN-0.5.0.dev0-py3-none-any.whl (24.1 kB) File type Wheel Python version py3 Upload date Hashes View
Filename, size SeisNN-0.5.0.dev0.tar.gz (22.1 kB) File type Source Python version None Upload date Hashes View

Supported by

AWS AWS Cloud computing Datadog Datadog Monitoring DigiCert DigiCert EV certificate Facebook / Instagram Facebook / Instagram PSF Sponsor Fastly Fastly CDN Google Google Object Storage and Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Salesforce Salesforce PSF Sponsor Sentry Sentry Error logging StatusPage StatusPage Status page