Predicting Imminence of Analog Megathrust Earthquakes With Machine Learning: Implications for Monitoring Subduction Zones

Machine Learning can predict the timing and size of analog earthquakes

(2019) F. Corbi et al.   GEOPHYSICAL RESEARCH LETTERS

Machine learning for data-driven discovery in solid Earth geoscience

(2019) Karianne J. Bergen et al.   SCIENCE

Synchronization of Great Subduction Megathrust Earthquakes: Insights From Scale Model Analysis

(2019) Matthias Rosenau et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Do Large Earthquakes Occur at Regular Intervals Through Time? A Perspective From the Geologic Record

(2019) Randolph T. Williams et al.   GEOPHYSICAL RESEARCH LETTERS

Estimating Fault Friction From Seismic Signals in the Laboratory

(2018) Bertrand Rouet-Leduc et al.   GEOPHYSICAL RESEARCH LETTERS

Chilean megathrust earthquake recurrence linked to frictional contrast at depth

(2018) M. Moreno et al.   Nature Geoscience

Similarity of fast and slow earthquakes illuminated by machine learning

(2018) Claudia Hulbert et al.   Nature Geoscience

Continuous chatter of the Cascadia subduction zone revealed by machine learning

(2018) Bertrand Rouet-Leduc et al.   Nature Geoscience

Control of asperities size and spacing on seismic behavior of subduction megathrusts

(2017) Fabio Corbi et al.   GEOPHYSICAL RESEARCH LETTERS

Machine Learning Predicts Laboratory Earthquakes

(2017) Bertrand Rouet-Leduc et al.   GEOPHYSICAL RESEARCH LETTERS

The super-interseismic phase of the megathrust earthquake cycle in Chile

(2017) Daniel Melnick et al.   GEOPHYSICAL RESEARCH LETTERS

From the seismic cycle to long-term deformation: linking seismic coupling and Quaternary coastal geomorphology along the Andean megathrust

(2017) M. Saillard et al.   TECTONICS

Two decades of spatiotemporal variations in subduction zone coupling offshore Japan

(2016) John P. Loveless et al.   EARTH AND PLANETARY SCIENCE LETTERS

Seafloor geodetic constraints on interplate coupling of the Nankai Trough megathrust zone

(2016) Yusuke Yokota et al.   NATURE

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

A decadal-scale deformation transient prior to the 2011Mw9.0 Tohoku-oki earthquake

(2014) Andreas P. Mavrommatis et al.   GEOPHYSICAL RESEARCH LETTERS

Gradual unlocking of plate boundary controlled initiation of the 2014 Iquique earthquake

(2014) Bernd Schurr et al.   NATURE

Locking of the Chile subduction zone controlled by fluid pressure before the 2010 earthquake

(2014) Marcos Moreno et al.   Nature Geoscience

Accelerated pacific plate subduction following interplate thrust earthquakes at the Japan trench

(2013) Kosuke Heki et al.   EARTH AND PLANETARY SCIENCE LETTERS

Propagation of Slow Slip Leading Up to the 2011 Mw 9.0 Tohoku-Oki Earthquake

(2012) A. Kato et al.   SCIENCE

Clues from joint inversion of tsunami and geodetic data of the 2011 Tohoku-oki earthquake

(2012) F. Romano et al.   Scientific Reports

The seismic cycle at subduction thrusts: 1. Insights from laboratory models

(2012) F. Corbi et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Do subducting seamounts generate or stop large earthquakes?

(2011) K. Wang et al.   GEOLOGY

Experimental insights into the scaling and variability of local tsunamis triggered by giant subduction megathrust earthquakes

(2010) Matthias Rosenau et al.   JOURNAL OF GEOPHYSICAL RESEARCH