DeepDetect: A cascaded region-based densely connected network for seismic event detection

Y Wu, Y Lin, Z Zhou, DC Bolton, J Liu… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Automatic event detection from time series signals has broad applications. Traditional
detection methods detect events primarily by the use of similarity and correlation in data …

[PDF][PDF] 机器学习在地震事件自动检测中的应用综述

罗仁昱, 陈继锋, 尹欣欣 - 地球物理学进展, 2021 - dsjyj.com.cn
摘要很多地震学问题的解决都依赖于地震事件的准确检测, 随着计算机软硬件的快速发展,
机器学习学科发展迅速, 其在地震事件自动检测中的应用在过去几十年被广泛研究 …

EQcorrscan: Repeating and near‐repeating earthquake detection and analysis in Python

CJ Chamberlain, CJ Hopp… - Seismological …, 2018 - pubs.geoscienceworld.org
EQcorrscan is an open‐source Python package for the detection and analysis of repeating
and near‐repeating seismicity. The package provides reliable, well‐tested, system‐agnostic …

Fast matched filter (FMF): An efficient seismic matched‐filter search for both CPU and GPU architectures

E Beaucé, WB Frank… - Seismological …, 2018 - pubs.geoscienceworld.org
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 …

An integrated framework for smart earthquake prediction: IoT, fog, and cloud computing

K Saini, S Kalra, SK Sood - Journal of Grid Computing, 2022 - Springer
Earthquakes are among the most complex and expensive natural catastrophes that humans
face, which strikes without warning. As a result, earthquake prediction has become a …

ARRU phase picker: Attention recurrent‐residual U‐Net for picking seismic P‐and S‐phase arrivals

WY Liao, EJ Lee, D Mu, P Chen… - Seismological …, 2021 - pubs.geoscienceworld.org
Seismograms are convolution results between seismic sources and the media that seismic
waves propagate through, and, therefore, the primary observations for studying seismic …

Dynamic time warping as an alternative to windowed cross correlation in seismological applications

U Kumar, CP Legendre, L Zhao… - … Society of America, 2022 - pubs.geoscienceworld.org
We investigate the feasibility of using the dynamic time warping (DTW) technique as an
alternative to windowed cross correlation (WCC) for an indirect measure to quantify both the …

Super‐efficient cross‐correlation (SEC‐C): A fast matched filtering code suitable for desktop computers

NS Senobari, GJ Funning, E Keogh… - Seismological …, 2019 - pubs.geoscienceworld.org
We present a new method to accelerate the process of matched filtering (template matching)
of seismic waveforms by efficient calculation of (cross‐) correlation coefficients. The cross …

RED-PAN: Real-time earthquake detection and phase-picking with multitask attention network

WY Liao, EJ Lee, DY Chen, P Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this article, we show that the real-time earthquake detection and phase picking with
multitask attention network (RED-PAN) can carry out earthquake detection and seismic …

Strong noise-tolerance deep learning network for automatic microseismic events classification

J He, H Li, X Tuo, X Wen, W Rong… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Identifying useful microseismic events is one of the key steps in monitoring tunnel
rockbursts. Here, we propose a strong noise-tolerance deep learning (SNTDL) network for …