Performance enhancement of deep neural network using fusional data assimilation and divide-and-conquer approach; case study: earthquake magnitude calculation
R Esmaeili, R Kimiaefar, A Hajian… - Neural Computing and …, 2024 - Springer
The presence of" ill-posed samples" specifically in low-volume datasets leads to accuracy
decrement in the learning procedure and the generalization of neural networks. Such …
decrement in the learning procedure and the generalization of neural networks. Such …
Foundation Models for Geophysics: Reviews and Perspectives
Recently, large models, or foundation models have demonstrated outstanding performance
and have been applied in a variety of disciplines, such as chemistry, biology, economics …
and have been applied in a variety of disciplines, such as chemistry, biology, economics …
ICAT-net: a lightweight neural network with optimized coordinate attention and transformer mechanisms for earthquake detection and phase picking
Seismic signal detection is a crucial technology for enhancing the efficiency of earthquake
early warning systems. However, existing deep learning-based seismic signal detection …
early warning systems. However, existing deep learning-based seismic signal detection …
PAW: A Deep Learning Model for Predicting Amplitude Windows in Seismic Signals
AM Villegas Suarez, D Reiter, J Rolfs… - 2024 IEEE 11th …, 2024 - ieeexplore.ieee.org
Subsurface earthquakes and explosions generate seismic wavefields that are recorded as
time-domain signals on sensor networks around the world. To compute key characteristics …
time-domain signals on sensor networks around the world. To compute key characteristics …
ICAT-net: Integration of Coordinate Attention and Transformer network for seismic signal detection and phase arrival picking
Seismic signal detection is a crucial technology for enhancing the efficiency of earthquake
early warning systems. However, existing deep learning-based seismic signal detection …
early warning systems. However, existing deep learning-based seismic signal detection …