JpGU-AGU Joint Meeting 2026

Presentation information

[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)

2:00 PM - 2:15 PM

[SCG71-02] Improvement of Generalization in Seismic Ground-Motion Surrogate Models using Gradient-informed Spectral Feature Distillation

*Yuto Kuroki1, Hirotaka Hachiya1,2, Asaki Iwaki3, Takahiro Maeda3, Naonori Ueda2, Hiroyuki Fujiwara3 (1. Graduate School of Systems Engineering, Wakayama University, 2. Center for AIP, RIKEN, 3. National Research Institute for Earth Science and Disaster Resilience)

Keywords:Seismic ground-motion, Surrogate model, Deep Larning, Knowledge distillation