[J] Oral

M (Multidisciplinary and Interdisciplinary) » M-GI General Geosciences, Information Geosciences & Simulations

[M-GI33] Data-driven geosciences

Thu. Jun 3, 2021 3:30 PM - 5:00 PM Ch.18 (Zoom Room 18)

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)

It is important to extract essential processes and structures from observed data sets in order to understand and predict the dynamic behavior of the earth and planetary systems. Recently, many powerful methodologies have been proposed to extract useful information from high-dimensional data sets in mathematical and information sciences. This session aims to provide an opportunity to gather various geoscientists to have a productive discussion for interdisciplinary collaborations.

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3:30 PM - 4:00 PM

[MGI33-06] Sedimentology as a science of reconstruction

★Invited Papers

*Hajime Naruse¹, Rimali Mitra¹, Zhirong Cai¹ (1.Department of Geology and Mineralogy, Graduate School of Science, Kyoto University)

4:00 PM - 4:15 PM

[MGI33-07] Data-driven Analysis of Nonlinear Heterogeneous Reactions through Sparse Modeling and Bayesian Statistical Approaches

*Masaki Ito¹, Tatsu Kuwatani², Ryosuke Oyanagi², Toshiaki Omori¹ (1.Kobe University, 2.Japan Agency for Marine-Earth Science and Technology)

4:15 PM - 4:30 PM

[MGI33-08] Development of a deep learning approach to estimate numerical simulation parameters of a hydrothermal system: Evaluation using a two-dimensional model

*Akihiro Shima¹, Kazuya Ishitsuka¹, Elvar Karl Bjarkason², Anna Suzuki², Weiren Lin¹ (1.Kyoto University, 2.Tohoku University)

4:30 PM - 4:45 PM

[MGI33-09] Testing on Earthquake Prediction by Deep CNN-Labeling Model

*mitsuhiro toriumi¹ (1.Japan agency of marine science and technology )

4:45 PM - 5:00 PM

[MGI33-10] Discussion

*Tatsu Kuwatani¹ (1.Japan Agency for Marine-Earth Science and Technology)

Session information