Real-time determination of earthquake focal mechanism via deep learning

The authors here present a deep learning method to determine the source focal mechanism of earthquakes in realtime. They trained their network with approximately 800k synthetic samples and managed to successfully estimate the focal mechanism of four 2019 Ridgecrest earthquakes with magnitudes larger...

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Detalles Bibliográficos
Autores principales:	Wenhuan Kuang, Congcong Yuan, Jie Zhang
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2021
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/563bc42cdcdb4f629e655a04d5055d16
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id	oai:doaj.org-article:563bc42cdcdb4f629e655a04d5055d16
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spelling	oai:doaj.org-article:563bc42cdcdb4f629e655a04d5055d162021-12-02T13:34:44ZReal-time determination of earthquake focal mechanism via deep learning10.1038/s41467-021-21670-x2041-1723https://doaj.org/article/563bc42cdcdb4f629e655a04d5055d162021-03-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-21670-xhttps://doaj.org/toc/2041-1723The authors here present a deep learning method to determine the source focal mechanism of earthquakes in realtime. They trained their network with approximately 800k synthetic samples and managed to successfully estimate the focal mechanism of four 2019 Ridgecrest earthquakes with magnitudes larger than Mw 5.4.Wenhuan KuangCongcong YuanJie ZhangNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-8 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Wenhuan Kuang Congcong Yuan Jie Zhang Real-time determination of earthquake focal mechanism via deep learning
description	The authors here present a deep learning method to determine the source focal mechanism of earthquakes in realtime. They trained their network with approximately 800k synthetic samples and managed to successfully estimate the focal mechanism of four 2019 Ridgecrest earthquakes with magnitudes larger than Mw 5.4.
format	article
author	Wenhuan Kuang Congcong Yuan Jie Zhang
author_facet	Wenhuan Kuang Congcong Yuan Jie Zhang
author_sort	Wenhuan Kuang
title	Real-time determination of earthquake focal mechanism via deep learning
title_short	Real-time determination of earthquake focal mechanism via deep learning
title_full	Real-time determination of earthquake focal mechanism via deep learning
title_fullStr	Real-time determination of earthquake focal mechanism via deep learning
title_full_unstemmed	Real-time determination of earthquake focal mechanism via deep learning
title_sort	real-time determination of earthquake focal mechanism via deep learning
publisher	Nature Portfolio
publishDate	2021
url	https://doaj.org/article/563bc42cdcdb4f629e655a04d5055d16
work_keys_str_mv	AT wenhuankuang realtimedeterminationofearthquakefocalmechanismviadeeplearning AT congcongyuan realtimedeterminationofearthquakefocalmechanismviadeeplearning AT jiezhang realtimedeterminationofearthquakefocalmechanismviadeeplearning
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Real-time determination of earthquake focal mechanism via deep learning

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