Earthquake Event Classification Using Multitasking Deep Learning
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2020.2996640
Abstract: This letter proposes an attention-based convolutional neural network architecture for multitasking learning to accurately classify not only the presence of an earthquake but also the event type of the earthquake. In particular, to improve the… read more here.
Keywords: earthquake; classification using; event classification; event ... See more keywords
Feedback Network With Curriculum Learning for Earthquake Event Classification
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2021.3097041
Abstract: In this letter, we propose an earthquake event classification model utilizing a feedback network and curriculum learning (CL). In particular, we propose the CL method with a feature concatenation using gated convolution so that CL… read more here.
Keywords: curriculum learning; earthquake event; feedback network; event classification ... See more keywords
Learnable Maximum Amplitude Structure for Earthquake Event Classification
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2022.3145387
Abstract: Recently, most research has been conducted to minimize damage from earthquakes by establishing an early warning system through the analysis of short seismic waves. In particular, deep learning is widely used as it allows to… read more here.
Keywords: earthquake event; earthquake; event classification; maximum amplitude ... See more keywords