Importance of machine learning and deep learning algorithms in earthquake prediction: a review
Earthquakes are the leading natural disasters that have caused loss of life and property
since the formation of the world. Machine learning and deep learning are frequently used in …
since the formation of the world. Machine learning and deep learning are frequently used in …
Applying support vector machine (SVM) using GPS-TEC and Space Weather parameters to distinguish ionospheric disturbances possibly related to earthquakes
A Melgarejo-Morales, GE Vazquez-Becerra… - Advances in Space …, 2023 - Elsevier
The effort to identify and comprehend potential earthquake-related phenomena shares a
common goal: successful earthquake forecasting. Advancements in science and technology …
common goal: successful earthquake forecasting. Advancements in science and technology …
[HTML][HTML] A Multi-Input Convolutional Neural Networks Model for Earthquake Precursor Detection Based on Ionospheric Total Electron Content
Earthquakes occur all around the world, causing varying degrees of damage and
destruction. Earthquakes are by their very nature a sudden phenomenon and predicting …
destruction. Earthquakes are by their very nature a sudden phenomenon and predicting …
[HTML][HTML] Ionospheric electron density model by electron density grid deep neural network (EDG-DNN)
Z Chen, B An, W Liao, Y Wang, R Tang, J Wang… - Atmosphere, 2023 - mdpi.com
Electron density (or electron concentration) is a critical metric for characterizing the
ionosphere's mobility. Shortwave technologies, remote sensing systems, and satellite …
ionosphere's mobility. Shortwave technologies, remote sensing systems, and satellite …
[HTML][HTML] Investigation of the relationship between the decline in well waters radon anomalies and the earthquake magnitude (Mw)
A Sandıkcıoğlu Gümüş - Journal of Radioanalytical and Nuclear Chemistry, 2024 - Springer
Afyonkarahisar and its surroundings are in the middle of the Akşehir-Simav Fault System.
Before the earthquakes in the region, radon anomalies were observed in some well waters …
Before the earthquakes in the region, radon anomalies were observed in some well waters …
Comparing wavelet-based artificial neural network, multiple linear regression, and ARIMA models for detecting genuine radon anomalies associated with seismic …
This study presents a comprehensive analysis of continuous subsurface soil radon with the
environmental parameters and their correlation with seismic events in the Indo-Myanmar …
environmental parameters and their correlation with seismic events in the Indo-Myanmar …
Elite GA-based Feature Selection of LSTM for Earthquake Prediction
Z Ye, W Lan, W Zhou, Q He, L Hong, X Xu, Y Gao - 2023 - researchsquare.com
Earthquake magnitude prediction is an extremely difficult task that has been studied by
various machine learning researchers. However, the redundant features and time series …
various machine learning researchers. However, the redundant features and time series …
Investigating the Potential of Vertical-TEC as an Earthquake Precursor: Haiti Major (ML 7) Earthquake Case Study
This study explores whether vertical total electron content (VTEC or TEC) can serve as a
precursor to a major earthquake (magnitude 7) that occurred in Haiti on January 12, 2010 …
precursor to a major earthquake (magnitude 7) that occurred in Haiti on January 12, 2010 …
Prediction of Ionospheric TEC Using RNN During the Indonesia Earthquakes Based on GPS Data and Comparison with the IRI Model
Total electron content (TEC) is a significant descriptive measure for the ionosphere of the
earth. Due to either the sun's activity like solar flare or the positive hall effect caused during …
earth. Due to either the sun's activity like solar flare or the positive hall effect caused during …
Analyzing Temporal Variations in Radon Concentrations: Identifying Trends and Changes
M Ichedef, İ Sapmaz, C Taşköprü - 2024 - researchsquare.com
Radon is a well-known precursor for geodynamic events such as earthquakes and volcanic
tremors. Radon concentration variations in soil gas have been monitored worldwide, and …
tremors. Radon concentration variations in soil gas have been monitored worldwide, and …