JpGU-AGU Joint Meeting 2026

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[J] Oral

S (Solid Earth Sciences ) » S-CG Complex & General

[S-CG71] Driving Solid Earth Science through Machine Learning

Wed. May 27, 2026 1:45 PM - 3:15 PM 301A (International Conference Hall, Makuhari Messe)

Chairperson:Matsumoto Yuma(National Research Institute for Earth Science and Disaster Resilience), Kubo Hisahiko(National Research Institute for Earth Science and Disaster Resilience)

1:45 PM - 2:00 PM

[SCG71-01] Reconstructing mantle thermal convection with an inverse PINN

*Atsushi Nakao1,2 (1. Institute of Systems and Information Engineering, University of Tsukuba, 2. Research Institute for Marine Geodynamics, JAMSTEC)

Keywords:Geodynamics, Data Assimilation, Deep Learning, Computational Fluid Dynamics