Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking
The authors here present a deep learning model that simultaneously detects earthquake signals and measures seismic-phase arrival times. The model performs particularly well for cases with high background noise and the challenging task of picking the S wave arrival.
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Nature Portfolio
2020
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oai:doaj.org-article:dee3a253f32746119f66bd34d8aa830a2021-12-02T18:49:35ZEarthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking10.1038/s41467-020-17591-w2041-1723https://doaj.org/article/dee3a253f32746119f66bd34d8aa830a2020-08-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-17591-whttps://doaj.org/toc/2041-1723The authors here present a deep learning model that simultaneously detects earthquake signals and measures seismic-phase arrival times. The model performs particularly well for cases with high background noise and the challenging task of picking the S wave arrival.S. Mostafa MousaviWilliam L. EllsworthWeiqiang ZhuLindsay Y. ChuangGregory C. BerozaNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-12 (2020) |
| institution |
DOAJ |
| collection |
DOAJ |
| language |
EN |
| topic |
Science Q |
| spellingShingle |
Science Q S. Mostafa Mousavi William L. Ellsworth Weiqiang Zhu Lindsay Y. Chuang Gregory C. Beroza Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking |
| description |
The authors here present a deep learning model that simultaneously detects earthquake signals and measures seismic-phase arrival times. The model performs particularly well for cases with high background noise and the challenging task of picking the S wave arrival. |
| format |
article |
| author |
S. Mostafa Mousavi William L. Ellsworth Weiqiang Zhu Lindsay Y. Chuang Gregory C. Beroza |
| author_facet |
S. Mostafa Mousavi William L. Ellsworth Weiqiang Zhu Lindsay Y. Chuang Gregory C. Beroza |
| author_sort |
S. Mostafa Mousavi |
| title |
Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking |
| title_short |
Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking |
| title_full |
Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking |
| title_fullStr |
Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking |
| title_full_unstemmed |
Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking |
| title_sort |
earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking |
| publisher |
Nature Portfolio |
| publishDate |
2020 |
| url |
https://doaj.org/article/dee3a253f32746119f66bd34d8aa830a |
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