Supervised machine learning on a network scale: application to seismic event classification and detection

[1]  C. Satriano,et al.  Multiband array detection and location of seismic sources recorded by dense seismic networks , 2016 .

[2]  R. V. Allen,et al.  Automatic earthquake recognition and timing from single traces , 1978, Bulletin of the Seismological Society of America.

[3]  G. Beroza,et al.  An autocorrelation method to detect low frequency earthquakes within tremor , 2008 .

[4]  Amod Kumar,et al.  Evaluation of seismic events detection algorithms , 2010 .

[5]  Colin MacBeth,et al.  The application of back‐propagation neural network to automatic picking seismic arrivals from single‐component recordings , 1997 .

[6]  Matthias Ohrnberger,et al.  Constructing a Hidden Markov Model based earthquake detector: application to induced seismicity , 2012 .

[7]  Clara E Yoon,et al.  Earthquake detection through computationally efficient similarity search , 2015, Science Advances.

[8]  S. Mostafa Mousavi,et al.  Seismic features and automatic discrimination of deep and shallow induced-microearthquakes using neural network and logistic regression , 2016 .

[9]  Frode Ringdal,et al.  North Korea's Nuclear Test: The Capability for Seismic Monitoring of the North Korean Test Site , 2007 .

[10]  Gail M. Atkinson,et al.  Regionally Adjustable Generic Ground‐Motion Prediction Equation Based on Equivalent Point‐Source Simulations: Application to Central and Eastern North America , 2015 .

[11]  F. Ringdal,et al.  The detection of low magnitude seismic events using array-based waveform correlation , 2006 .

[12]  Juan J. Galiana-Merino,et al.  Seismic $P$ Phase Picking Using a Kurtosis-Based Criterion in the Stationary Wavelet Domain , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[13]  António E. Ruano,et al.  A neural network seismic detector , 2009, ICONS.

[14]  Enrico Priolo,et al.  Automated microseismic event location using Master-Event Waveform Stacking , 2016, Scientific Reports.

[15]  Robert Granat,et al.  Real-time Earthquake Location Using Kirchhoff Reconstruction , 2005 .

[16]  G. Abers,et al.  Potentially induced earthquakes in Oklahoma, USA: Links between wastewater injection and the 2011 Mw 5.7 earthquake sequence , 2013 .

[17]  Bryan L. Isacks,et al.  Geometry of the subducted lithosphere beneath the Banda Sea in eastern Indonesia from seismicity and fault plane solutions , 1978 .

[18]  Amir Averbuch,et al.  Earthquake-explosion discrimination using diffusion maps , 2016 .

[19]  W. Ellsworth.  Injection-Induced Earthquakes , 2013, Science.

[20]  C. Satriano,et al.  Automatic Picker Developments and Optimization: FilterPicker—a Robust, Broadband Picker for Real-Time Seismic Monitoring and Earthquake Early Warning , 2012 .

[21]  D. L. Anderson,et al.  Preliminary reference earth model , 1981 .

[22]  S. D. McKinnon,et al.  Logistic regression and neural network classification of seismic records , 2013 .

[23]  Matthias Ohrnberger,et al.  A Machine Learning Approach for Improving the Detection Capabilities at 3C Seismic Stations , 2014, Pure and Applied Geophysics.

[24]  Stavros M. Panas,et al.  PAI-S/K: A robust automatic seismic P phase arrival identification scheme , 2002, IEEE Trans. Geosci. Remote. Sens..

[25]  Anne Mangeney,et al.  An Automatic Kurtosis‐Based P ‐ and S ‐Phase Picker Designed for Local Seismic Networks , 2014 .

[26]  Alberto Michelini,et al.  Automatic picking of P and S phases using a neural tree , 2006 .

[27]  Yue Zhao,et al.  An artificial neural network approach for broadband seismic phase picking , 1999 .

[28]  G. Beroza,et al.  Non-volcanic tremor and low-frequency earthquake swarms , 2007, Nature.

[29]  Michael G. Bostock,et al.  Low frequency earthquakes below southern Vancouver Island , 2012 .

[30]  D. Hosmer,et al.  Applied Logistic Regression , 1991 .

[31]  Lion Krischer,et al.  ObsPy: a bridge for seismology into the scientific Python ecosystem , 2015 .

[32]  J. Bommer,et al.  Empirical Equations for the Prediction of PGA, PGV, and Spectral Accelerations in Europe, the Mediterranean Region, and the Middle East , 2010 .

[33]  Ta-Liang Teng,et al.  Artificial neural network-based seismic detector , 1995, Bulletin of the Seismological Society of America.