Research on Seismic Signal Analysis Based on Machine Learning

Research on Seismic Signal Analysis Based on Machine Learning

In this paper, the time series classification frontier method MiniRocket was used to classify earthquakes, blasts, and background noise. From supervised to unsupervised classification, a comprehensive analysis was carried out, and finally, the supervised method achieved excellent results. The relati...

Full description

Bibliographic Details
Main Authors: Xinxin Yin, Feng Liu, Run Cai, Xiulong Yang, Xiaoyue Zhang, Meiling Ning, Siyuan Shen
Format: Article
Language:English
Published: MDPI AG 2022-08-01
Series:Applied Sciences
Subjects:
machine learning
seismic sensing signals classification
non-natural earthquake
convolutional neural network (CNN)
time series classification
Online Access:https://www.mdpi.com/2076-3417/12/16/8389

Internet

https://www.mdpi.com/2076-3417/12/16/8389

Similar Items