![]() Rapid Earthquake Association and Location. Miao Zhang, William L Ellsworth, and Gregory C Beroza. If you use the pipeline in the tutorial, please cite the following papers as well: Earthquake transformer-an attentive deep-learning model for simultaneous earthquake detection and phase picking. Mostafa Mousavi, William L Ellsworth, Weiqiang Zhu, Lindsay Y Chuang, and Gregory C Beroza. Journal of Geophysics Research: Solid Earth. Siamese Earthquake Transformer: A pair-input deep-learning model for earthquake detection and phase picking on a seismic array. Zhuowei Xiao, Jian Wang*, Chang Liu, Juan Li, Liang Zhao, and Zhenxing Yao. If you use the S-EqT codes in your research, please cite both: Then enter the directories of tutorials and execute corresponding notebooks and scripts. The tutorial_02 shows how to use the S-EqT model for building earthquake catalogs from real-world continuous seismic data.Ĭonda install python=3.6 tensorflow-gpu=1.14 keras-gpu=2.3.1 h5py=2.10 matplotlib=3.2 pyyaml cudatoolkit cudnn pandas tqdm pyproj jupyter notebook basemap The tutorial_01 shows the motivation of the S-EqT model. The S-EqT codes are for building the pre-trained S-EqT model. The primary purpose of the S-EqT model is to reduce the false-negative rate of the EqT model by leveraging latent information in the pre-trained EqT model and retrieving previously missed phase picks in low SNR seismograms based on their similarities to other confident phase picks in high-dimensional spaces. Siamese Earthquake Transformer (S-EqT) is developed based on the Earthquake Transformer (EqT) (Mousavi et al., 2020, Nature Communications) ( ), which is an excellent method and a strong baseline for earthquake detection and phase picking. I will constantly update this repo to make them easier to use and understand. The tutorials and codes have been tested on a Linux workstation. Tutorials and updated codes for the research paper: Siamese Earthquake Transformer: A pair-input deep-learning model for earthquake detection and phase picking on a seismic array.
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