Sun. May 26, 2024 10:45 AM - 12:15 PM Exhibition Hall Special Setting (2) (Exhibition Hall 6, Makuhari Messe)

[J] Oral
| U (Union )
| Union

[U-12] Future of Earth and Planetary Sciences Boosted by Artificial Intelligence

convener:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Yukihiro Takahashi(Department of Cosmosciences, Graduate School of Science, Hokkaido University), Yusuke Iida(Niigata University), Masuo Nakano(Japan Agency for Marine-Earth Science and Technology), Chairperson:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Yusuke Iida(Niigata University), Masuo Nakano(Japan Agency for Marine-Earth Science and Technology), Masayuki Kano(Graduate school of science, Tohoku University)

Mon. May 27, 2024 1:45 PM - 3:00 PM 202 (International Conference Hall, Makuhari Messe)

[J] Oral
| S (Solid Earth Sciences )
| S-TT Technology & Techniques

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

convener:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Aitaro Kato(Earthquake Research Institute, the University of Tokyo), Keisuke Yano(The Institute of Statistical Mathematics), Takahiro Shiina(National Institute of Advanced Industrial Science and Technology), Chairperson:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Aitaro Kato(Earthquake Research Institute, the University of Tokyo), Keisuke Yano(The Institute of Statistical Mathematics), Takahiro Shiina(National Institute of Advanced Industrial Science and Technology)

Mon. May 27, 2024 5:15 PM - 6:45 PM Poster Hall (Exhibition Hall 6, Makuhari Messe)

[J] Poster
| S (Solid Earth Sciences )
| S-TT Technology & Techniques

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

convener:Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Aitaro Kato(Earthquake Research Institute, the University of Tokyo), Keisuke Yano(The Institute of Statistical Mathematics), Takahiro Shiina(National Institute of Advanced Industrial Science and Technology)

Mon. May 27, 2024 3:30 PM - 4:45 PM 202 (International Conference Hall, Makuhari Messe)

[J] Oral
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI28] Data-driven geosciences

convener:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology), Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Kenta Ueki(Japan Agency for Marine-Earth Science and Technology), Shin-ichi Ito(The University of Tokyo), Chairperson:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology), Kenta Ueki(Japan Agency for Marine-Earth Science and Technology), Atsushi Nakao(Akita University), Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo)

Mon. May 27, 2024 5:15 PM - 6:45 PM Poster Hall (Exhibition Hall 6, Makuhari Messe)

[J] Poster
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI28] Data-driven geosciences

convener:Tatsu Kuwatani(Japan Agency for Marine-Earth Science and Technology), Hiromichi Nagao(Earthquake Research Institute, The University of Tokyo), Kenta Ueki(Japan Agency for Marine-Earth Science and Technology), Shin-ichi Ito(The University of Tokyo)

Mon. May 27, 2024 1:45 PM - 3:00 PM 202 (International Conference Hall, Makuhari Messe)

[J] Oral
| S (Solid Earth Sciences )
| S-TT Technology & Techniques

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

2:00 PM - 2:15 PM

[STT38-02] Development of a Deep Low-Frequency Earthquake Detection Method Using Deep Learning with Multiple Traces as Inputs

*Shinya Katoh¹, Hiromichi Nagao¹, Yoshihisa Iio, Hiroshi Katao, Masayo Sawada², Kazuhide Tomisaka² (1.Earthquake Research Institute,The University of Tokyo, 2.Disaster Prevention Research Institute, Kyoto University)

2:30 PM - 2:45 PM

[STT38-04] Early aftershock activity estimation by integrating seismic waveforms and earthquake catalog

★Invited Papers

*Kosuke Morikawa¹, Hiromichi Nagao², Ken Takahara¹, Naoshi Hirata² (1.Osaka University, 2.The University of Tokyo)

Mon. May 27, 2024 5:15 PM - 6:45 PM Poster Hall (Exhibition Hall 6, Makuhari Messe)

[J] Poster
| S (Solid Earth Sciences )
| S-TT Technology & Techniques

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

5:15 PM - 6:45 PM

[STT38-P01] Two-stage approach for transfer learning of seismic-phase detection model to small sample size data

*Tokuda Tomoki¹, Hiromichi Nagao^1,2 (1.Earthquake Research Institute, The University of Tokyo, 2.Graduate School of Information Science and Technology, The University of Tokyo)

5:15 PM - 6:45 PM

[STT38-P03] Creating slow earthquake template catalogs with You Only Search Once algorithm

*Gerardo Manuel Mendo Perez¹, Hiromichi Nagao¹ (1.Earthquake Research Institute, University of Tokyo)

5:15 PM - 6:45 PM

[STT38-P05] Event Detection and Classification from Seismic Waveform Data Based on Optimal Transport Theory

Masaki Yanagita^2,1, Tokuda Tomoki¹, Shinya Katoh¹, *Hiromichi Nagao^1,2 (1.Earthquake Research Institute, The University of Tokyo, 2.Graduate School of Information Science and Technology)

5:15 PM - 6:45 PM

[STT38-P07] Acquisition of stochastic differential equation representations to characterize low-frequency tremors in seismic waveform data using deep learning

*Toshiro Kusui^1,2, Hiromichi Nagao^2,1, Shin-ichi Ito^2,1 (1.Graduate School of Information Science and Technology, 2.Earthquake Research Institute)

Mon. May 27, 2024 5:15 PM - 6:45 PM Poster Hall (Exhibition Hall 6, Makuhari Messe)

[J] Poster
| M (Multidisciplinary and Interdisciplinary)
| M-GI General Geosciences, Information Geosciences & Simulations

[M-GI28] Data-driven geosciences

5:15 PM - 6:45 PM

[MGI28-P02] Data assimilation for reconstruction of thermal convection using a marker-and-cell system

*Atsushi Nakao^1,2, Tatsu Kuwatani², Shin-ichi Ito^3,4, Hiromichi Nagao^3,4 (1.Graduate School of Engineering Science, Akita University, 2.Research Institute for Marine Geodynamics, JAMSTEC, 3.Earthquake Research Institute, University of Tokyo, 4.Graduate School of Information Science and Technology, University of Tokyo)

Hiromichi Nagao

Convener, Chairperson

[U-12] Future of Earth and Planetary Sciences Boosted by Artificial Intelligence

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

[M-GI28] Data-driven geosciences

[M-GI28] Data-driven geosciences

Speaker, Author, Co-Author

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

[STT38-02] Development of a Deep Low-Frequency Earthquake Detection Method Using Deep Learning with Multiple Traces as Inputs

[STT38-04] Early aftershock activity estimation by integrating seismic waveforms and earthquake catalog

★Invited Papers

[S-TT38] Seismic Big Data Analysis Based on the State-of-the-Art of Bayesian Statistics

[STT38-P01] Two-stage approach for transfer learning of seismic-phase detection model to small sample size data

[STT38-P03] Creating slow earthquake template catalogs with You Only Search Once algorithm

[STT38-P05] Event Detection and Classification from Seismic Waveform Data Based on Optimal Transport Theory

[STT38-P07] Acquisition of stochastic differential equation representations to characterize low-frequency tremors in seismic waveform data using deep learning

[M-GI28] Data-driven geosciences

[MGI28-P02] Data assimilation for reconstruction of thermal convection using a marker-and-cell system