Automated Seismic Source Characterization Using Deep Graph Neural Networks

Fundamentals of Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) network

(2020) Alex Sherstinsky   PHYSICA D-NONLINEAR PHENOMENA

An Investigation of Rapid Earthquake Characterization Using Single‐Station Waveforms and a Convolutional Neural Network

(2019) Anthony Lomax et al.   SEISMOLOGICAL RESEARCH LETTERS

Earthquake Early Warning: Advances, Scientific Challenges, and Societal Needs

(2019) Richard M. Allen et al.   Annual Review of Earth and Planetary Sciences

CRED: A Deep Residual Network of Convolutional and Recurrent Units for Earthquake Signal Detection

(2019) S. Mostafa Mousavi et al.   Scientific Reports

Dynamic Graph CNN for Learning on Point Clouds

(2019) Yue Wang et al.   ACM TRANSACTIONS ON GRAPHICS

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

(2019) Ramprasaath R. Selvaraju et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

A Machine‐Learning Approach for Earthquake Magnitude Estimation

(2019) S. Mostafa Mousavi et al.   GEOPHYSICAL RESEARCH LETTERS

Machine Learning Seismic Wave Discrimination: Application to Earthquake Early Warning

(2018) Zefeng Li et al.   GEOPHYSICAL RESEARCH LETTERS

Convolutional neural network for earthquake detection and location

(2018) Thibaut Perol et al.   Science Advances

DeepDetect: A Cascaded Region-Based Densely Connected Network for Seismic Event Detection

(2018)   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

A Deep Convolutional Neural Network for Localization of Clustered Earthquakes Based on Multistation Full Waveforms

(2018) Marius Kriegerowski et al.   SEISMOLOGICAL RESEARCH LETTERS

Geometric Deep Learning: Going beyond Euclidean data

(2017) Michael M. Bronstein et al.   IEEE SIGNAL PROCESSING MAGAZINE

The hidden simplicity of subduction megathrust earthquakes

(2017) M.-A. Meier et al.   SCIENCE

Deep learning

(2015) Yann LeCun et al.   NATURE

A framework for fast probabilistic centroid-moment-tensor determination—inversion of regional static displacement measurements

(2013) Paul Käufl et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Earthquake Monitoring in Southern California for Seventy-Seven Years (1932-2008)

(2010) K. Hutton et al.   BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA

Distribution of seismicity across strike-slip faults in California

(2010) Peter M. Powers et al.   JOURNAL OF GEOPHYSICAL RESEARCH

ObsPy: A Python Toolbox for Seismology

(2010) M. Beyreuther et al.   SEISMOLOGICAL RESEARCH LETTERS

The Graph Neural Network Model

(2008) F. Scarselli et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS