Research on Seismic Signal Analysis Based on Machine Learning

Combining Deep Learning With Physics Based Features in Explosion‐Earthquake Discrimination

(2022) Qingkai Kong et al.   GEOPHYSICAL RESEARCH LETTERS

Advancing Local Distance Discrimination of Explosions and Earthquakes With Joint P/S and M L ‐M C Classification

(2021) Ruijia Wang et al.   GEOPHYSICAL RESEARCH LETTERS

EvoGAN: An evolutionary computation assisted GAN

(2021) Feng Liu et al.   NEUROCOMPUTING

Exploring the Effects of Emplacement Conditions on Explosion P/S Ratios across Local to Regional Distances

(2021) Moira L. Pyle et al.   SEISMOLOGICAL RESEARCH LETTERS

High-Accuracy Discrimination of Blasts and Earthquakes Using Neural Networks With Multiwindow Spectral Data

(2020) Fajun Miao et al.   SEISMOLOGICAL RESEARCH LETTERS

ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels

(2020) Angus Dempster et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Deep Learning Models Augment Analyst Decisions for Event Discrimination

(2019) Lisa Linville et al.   GEOPHYSICAL RESEARCH LETTERS

Investigating the Effectiveness of P/S Amplitude Ratios for Local Distance Event Discrimination

(2019) Moira L. Pyle et al.   BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA

Unsupervised Clustering of Seismic Signals Using Deep Convolutional Autoencoders

(2019) S. Mostafa Mousavi et al.   IEEE Geoscience and Remote Sensing Letters

Decontamination of earthquake catalog from quarry blast events in northern Egypt

(2019) A. Badawy et al.   JOURNAL OF SEISMOLOGY

Convolutional neural network for earthquake detection and location

(2018) Thibaut Perol et al.   Science Advances

PhaseNet: A Deep-Neural-Network-Based Seismic Arrival Time Picking Method

(2018) Weiqiang Zhu et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Automatic discrimination of earthquakes and quarry blasts using wavelet filter bank and support vector machine

(2018) Omar M. Saad et al.   JOURNAL OF SEISMOLOGY

Machine Learning in Seismology: Turning Data into Insights

(2018) Qingkai Kong et al.   SEISMOLOGICAL RESEARCH LETTERS

Automatic classification of seismic events within a regional seismograph network

(2016) Jari Kortström et al.   COMPUTERS & GEOSCIENCES

Seismic features and automatic discrimination of deep and shallow induced-microearthquakes using neural network and logistic regression

(2016) S. Mostafa Mousavi et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Discrimination of earthquakes and quarry blasts in the eastern Black Sea region of Turkey

(2012) Şeyda Yılmaz et al.   JOURNAL OF SEISMOLOGY

Spectral Discrimination between Quarry Blasts and Earthquakes in Southern California

(2008) B. P. Allmann et al.   BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA