[J] Oral

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

[M-GI28] Data-driven geosciences

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

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)

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 - 3:45 PM

[MGI28-01] Statistical-mechanical prediction of landslide occurrence using structured geological map data

*Kazuhiro Miyazaki¹, Hiroki Mizuochi¹ (1.Geological Survey of Japan/National Institute of Advanced Industrial Science and Technology)

3:45 PM - 4:00 PM

[MGI28-02] Deep Temperature Estimation Using Neural Network in the Production and Reinjection Zones of Berlín Geothermal Field, El Salvador

*Carlos Andres Asuncion Alas^1,2, Osmany Rene Aparicio², Kazuya Ishitsuka³, Atsushi Okamoto¹, Noriyoshi Tsuchiya^1,4 (1.Graduate School of Environmental Studies, Tohoku University, Sendai, Miyagi 980-0845, Japan, 2.LaGeo S.A. de C.V., Santa Tecla, La Libertad, El Salvador, 3.Graduate School of Engineering, Kyoto University, Nishikyo-ku, Kyoto 615-8540, Japan, 4.Natural Institute of technology, Hachinohe College, Hachinohe, Aomori 039-1192, Japan)

4:00 PM - 4:15 PM

[MGI28-03] Automatic detection of atmospheric Lamb waves by inverse problem

Emi Imada², *Kensuke Nakajima¹ (1.Department of Earth and Planetary Sciences,Flculty of Sciences,Kyushu University, 2.Department of Earth and Planetary Sciences, Graduate School of Science, Kyushu University)

4:15 PM - 4:30 PM

[MGI28-04] Unsupervised machine learning approach for regional geochemical data from North Atlantic Igneous Province: Implications for LAB and plume-rift interaction

*Sayantani Chatterjee¹, Hikaru Iwamori¹, Debaditya Bandyopadhyay², Pengyuan Guo³, Christian Tegner⁴, Satoru Haraguchi¹, IODP Expedition 396 scientists (1.Earthquake Research Institute, The University of Tokyo, Japan, 2.Institute of Earth Sciences, Academia Sinica, Taiwan, 3.Institute of Oceanology, Chinese Academy of Sciences, Qingdao, China, 4.Department of Geoscience Aarhus University, Denmark)

4:30 PM - 4:45 PM

[MGI28-05] Utility of geochemical data analysis based on non-Gaussianity

★Invited Papers

*Kazutaka Yasukawa¹, Kentaro Nakamura^1,2, Yasuhiro Kato^1,2 (1.School of Engineering, The University of Tokyo, 2.Ocean Resources Research Center for Next Generation, Chiba Institute of Technology)

Session information