Sun. May 21, 2023 3:30 PM - 4:45 PM 302 (International Conference Hall, Makuhari Messe)

[J] Oral
| S (Solid Earth Sciences )
| S-CG Complex & General

[S-CG55] Driving Solid Earth Science through Machine Learning

convener:Hisahiko Kubo(National Research Institute for Earth Science and Disaster Resilience), Yuki Kodera(Meteorological Research Institute, Japan Meteorological Agency), Makoto Naoi(Kyoto University), Keisuke Yano(The Institute of Statistical Mathematics), Chairperson:Ahyi KIM(Graduate School of Nanobioscience, Yokohama City University), Hisahiko Kubo(National Research Institute for Earth Science and Disaster Resilience)

Sun. May 21, 2023 3:30 PM - 4:45 PM 302 (International Conference Hall, Makuhari Messe)

[J] Oral
| S (Solid Earth Sciences )
| S-CG Complex & General

[S-CG55] Driving Solid Earth Science through Machine Learning

4:30 PM - 4:45 PM

[SCG55-14] Construction of a real-time seismic intensity prediction model using deep learning: evaluation of data augmentation with synthetic data

*Ahyi KIM¹, Momoko NAKAMURA¹, Anju OHTA¹, Yukino YAZAKI¹, Hisahiko KUBO² (1.Yokohama City University, 2.National Research Institute for Earth Science and Disaster Resilience)

Mon. May 22, 2023 1:45 PM - 3:15 PM Online Poster Zoom Room (6) (Online Poster)

[J] Online Poster
| S (Solid Earth Sciences )
| S-CG Complex & General

[S-CG55] Driving Solid Earth Science through Machine Learning

1:45 PM - 3:15 PM

[SCG55-P01] Towards Constructing a High-precision Seismic Phase picker for Volcanic Earthquakes Using Deep Learning: Performance Evaluation with Various Models and Examination of Transfer Learning

*Yuji Nakamura¹, Ahyi KIM¹, Yohei Yukutake², Yuki Abe³ (1.Yokohama City University, 2.Earthquake Research Institute, University of Tokyo, 3.Hot Springs Research Institute of Kanagawa Prefecture)

1:45 PM - 3:15 PM

[SCG55-P04] Development of Seismic Wave Detection System using Machine Learning for a Citizen Seismic Network

*Yazaki Yukino¹, Yuji Nakamura¹, Hiroki UEMATSU^1,2, Ahyi KIM¹, Masami Yamasaki¹ (1.Yokohama City University, 2.National Institute of Informatics)

Sun. May 21, 2023 9:00 AM - 10:15 AM 103 (International Conference Hall, Makuhari Messe)

[J] Oral
| G (General )
| General

[G-01] Information Design in the Contents of Earth Science Education

9:30 AM - 9:45 AM

[G01-03] Toward Sustainable Earthquake Disaster Prevention and Mitigation Project: Interdisciplinary Seismological Research Design

*Yazaki Yukino¹, Yugo Suzuki¹, Yuta Takahashi¹, Momoko Nakamura¹, Hiroki UEMATSU^1,2, Ahyi KIM¹, Masami Yamasaki¹ (1.Yokohama City University, 2.National Institute of Informatics)

Ahyi KIM

Convener, Chairperson

[S-CG55] Driving Solid Earth Science through Machine Learning

Speaker, Author, Co-Author

[S-CG55] Driving Solid Earth Science through Machine Learning

[SCG55-14] Construction of a real-time seismic intensity prediction model using deep learning: evaluation of data augmentation with synthetic data

[S-CG55] Driving Solid Earth Science through Machine Learning

[SCG55-P01] Towards Constructing a High-precision Seismic Phase picker for Volcanic Earthquakes Using Deep Learning: Performance Evaluation with Various Models and Examination of Transfer Learning

[SCG55-P04] Development of Seismic Wave Detection System using Machine Learning for a Citizen Seismic Network

[G-01] Information Design in the Contents of Earth Science Education

[G01-03] Toward Sustainable Earthquake Disaster Prevention and Mitigation Project: Interdisciplinary Seismological Research Design