Recent advances in earthquake seismology using machine learning

被引:0
作者
Hisahiko Kubo
Makoto Naoi
Masayuki Kano
机构
[1] National Research Institute for Earth Science and Disaster Resilience,Department of Earth and Planetary Sciences, Faculty of Science
[2] Hokkaido University,Graduate School of Science
[3] Tohoku University,undefined
来源
Earth, Planets and Space | / 76卷
关键词
Machine learning; Deep learning; Earthquake catalog development; Seismicity analysis; Ground-motion prediction; Geodetic data; Imbalanced data;
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[51]  
Tahmasebi P(2021)CubeNet: array-based seismic phase picking with deep learning J Geophys Res 225 9077-2652
[52]  
Baiesi M(2021)Deep outer-rise faults in the southern Mariana subduction zone indicated by a machine-learning-based high-resolution earthquake catalog Geophys J Int 46 70-2779
[53]  
Paczuski M(2019)Eikonal tomography with physics-informed neural networks: Rayleigh wave phase velocity in the northeastern margin of the Tibetan plateau Geophys Res Lett 47 737-291
[54]  
Baker B(2020)3D microseismic monitoring using machine learning Geophys Res Lett 128 e2023GL103909-3547
[55]  
Holt MM(2023)Segmentation characteristics of deep, low-frequency tremors in Shikoku, Japan using machine learning approaches J Geophys Res 121 1636-2542
[56]  
Pankow KL(2016)Refined earthquake focal mechanism catalog for southern California derived with deep learning algorithms J Geophys Res 676 1446-166
[57]  
Bartlow NM(2016)Aftershock productivity of intermediate-depth earthquakes in Japan Tectonophysics 229 495-677
[58]  
Beaucé E(2021)Comparison of deep learning techniques for the investigation of a seismic sequence: an application to the 2019, Mw 45 Mugello (Italy) earthquake Geophys J Int 50 2662-109
[59]  
Frank WB(2023)Detecting moonquakes using convolutional neural networks, a non-local training set, and transfer learning Geophys Res Lett 93 632-439
[60]  
Paul A(2022)Machine learning can predict the timing and size of analog earthquakes Seismol Res Lett 102 1035-11