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Generative self-supervised learning for seismic event classification

delete2025-12-06
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PRE
AI
J
Jiaxin Jiang *
V
Vladimir Stanković
L
Lina Stanković
D
David Murray
S
Stella Pytharouli
DOI:10.1016/j.engappai.2025.113355delete
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Abstract

Abstract

En 中文
• Generative self-supervised model for efficient extraction of seismic event features. • Semi-supervised learning approach that minimizes the need for extensive labeled data. • SOM (Self-Organizing Map)-based method to significantly enhance the efficiency of manual data labeling by experts.

Journal

Engineering Applications of Artificial Intelligence cover
Engineering Applications of Artificial Intelligence
IF:
8
Papers:
5.7K
Citations:
3.5W

Organization

S
shanghai jiao tong university
Scholars:
15.7W
Papers: 11.7W
Citations: 159
U
university of strathclyde
Scholars:
1.1W
Papers: 1.1W
Citations: 12
Cited Papers

Cited Papers

Graph-Based Feature Weight Optimisation and Classification of Continuous Seismic Sensor Array Recordings
errSENSORS
IF3.5
err2022-12-26
err0
errOAAI
errLi, Jiangfeng; Stankovic, Lina; Stankovic, Vladimir; Pytharouli, Stella; Yang, Cheng; Shi, Qingjiang
errShare
errSave
STanford EArthquake Dataset (STEAD): A Global Data Set of Seismic Signals for AI
err2019-01-01
err259
errOAAI
errMousavi, S. Mostafa; Sheng, Yixiao; Zhu, Weiqiang; Beroza, Gregory C.
errShare
errSave
What makes low-frequency earthquakes low frequency
err2023-08-11
err6
errOAAI
errWang, Qing-Yu; Frank, William B. B.; Abercrombie, Rachel E. E.; Obara, Kazushige; Kato, Aitaro
errShare
errSave
Intelligent Recognition of Valid Microseismic Events Based on Self-supervised Learning
err2024-07-01
err3
PREAI
errSong, Yue; Wang, Enyuan; Liu, Chengfei; Li, Yang; Yang, Hengze; Li, Baolin; Chen, Dong; Di, Yangyang
errShare
errSave
The slow self-arresting nature of low-frequency earthquakes
err2021-09-15
err11
errOAAI
errWei, Xueting; Xu, Jiankuan; Liu, Yuxiang; Chen, Xiaofei
errShare
errSave
errShare
errSave
Convolutional neural network for earthquake detection and location
err2018-02-02
err661
errOAAI
errPerol, Thibaut; Gharbi, Michael; Denolle, Marine
errShare
errSave
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