Machine learning in seismology: Turning data into insights
This article provides an overview of current applications of machine learning (ML) in
seismology. ML techniques are becoming increasingly widespread in seismology, with …
seismology. ML techniques are becoming increasingly widespread in seismology, with …
Stress chatter via fluid flow and fault slip in a hydraulic fracturing‐induced earthquake sequence in the Montney Formation, British Columbia
Source processes of injection‐induced earthquakes involve complex fluid‐rock interaction
often elusive to regional seismic monitoring. Here we combine observations from a local …
often elusive to regional seismic monitoring. Here we combine observations from a local …
Unsupervised deep clustering of seismic data: Monitoring the Ross Ice Shelf, Antarctica
Advances in machine learning (ML) techniques and computational capacity have yielded
state‐of‐the‐art methodologies for processing, sorting, and analyzing large seismic data …
state‐of‐the‐art methodologies for processing, sorting, and analyzing large seismic data …
Spatial‐temporal evolution of injection‐induced earthquakes in the Weiyuan Area determined by machine‐learning phase picker and waveform cross‐correlation
Anthropogenic induced seismicity has been widely reported and investigated in many
regions, including the shale gas fields in the Sichuan basin, where the frequency of …
regions, including the shale gas fields in the Sichuan basin, where the frequency of …
A detailed view of the 2020–2023 Southwestern Puerto Rico seismic sequence with deep learning
CE Yoon, ES Cochran… - Bulletin of the …, 2023 - pubs.geoscienceworld.org
ABSTRACT The 2020–2023 southwestern Puerto Rico seismic sequence, still ongoing in
2023, is remarkable for its multiple‐fault rupture complexity and elevated aftershock …
2023, is remarkable for its multiple‐fault rupture complexity and elevated aftershock …
Earthquakes track subduction fluids from slab source to mantle wedge sink
Subducting plates release fluids as they plunge into Earth's mantle and occasionally rupture
to produce intraslab earthquakes. It is debated whether fluids and earthquakes are directly …
to produce intraslab earthquakes. It is debated whether fluids and earthquakes are directly …
Illuminating the pre‐, co‐, and post‐seismic phases of the 2016 M7. 8 Kaikōura earthquake with 10 years of seismicity
Abstract The 2016 M7. 8 Kaikōura earthquake is one of the most complex earthquakes in
recorded history, with significant rupture of at least 21 crustal faults. Using a matched‐filter …
recorded history, with significant rupture of at least 21 crustal faults. Using a matched‐filter …
Applications of shapelet transform to time series classification of earthquake, wind and wave data
Autonomous detection of desired events from large databases using time series
classification is becoming increasingly important in civil engineering as a result of continued …
classification is becoming increasingly important in civil engineering as a result of continued …
Fast matched filter (FMF): An efficient seismic matched‐filter search for both CPU and GPU architectures
Matched‐filter searches are an important tool in modern seismology to detect seismic
events. They operate via an algorithm that computes the correlation coefficient between a …
events. They operate via an algorithm that computes the correlation coefficient between a …
Misconception of waveform similarity in the identification of repeating earthquakes
Identification of repeating earthquakes (repeaters) usually depends on waveform similarity
expressed as the corresponding cross‐correlation coefficient (CC) above a prescribed …
expressed as the corresponding cross‐correlation coefficient (CC) above a prescribed …