Organized Session

[1L3-OS-17] 地震研究と人工知能

Tue. Jun 6, 2023 1:00 PM - 2:40 PM Room L (C2)

オーガナイザ：長尾大道、内出崇彦、加納将行、庄建倉、久保久彦

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1:00 PM - 1:20 PM

[1L3-OS-17-01] Exploration of subsurface faults by big data analysis of seismic waveforms using signal processing and machine learning

〇Takahiko Uchide¹, Jun Ogata², Haruo Horikawa¹, Satoru Fukayama², Takahiro Shiina¹, Yuta Amezawa¹, Yoshihiro Sato², Hiroki Kuroda³ (1. Geological Survey of Japan, AIST, 2. Artificial Intelligence Research Center, AIST, 3. Nagaoka University of Technology)

1:20 PM - 1:40 PM

[1L3-OS-17-02] Efficient similar waveform search using deep hashing

〇Makoto Naoi¹, Shiro Hirano² (1. Kyoto University, 2. Ritsumeikan University)

1:40 PM - 2:00 PM

[1L3-OS-17-03] Application of Physics-Informed Neural Networks to spring-slider model with rate and state friction

〇Rikuto Fukushima¹, Masayuki Kano², Kazuro Hirahara^3,4 (1. Faculty of Science, Kyoto University, 2. Graduate School of Science, Tohoku University , 3. RIKEN, 4. Kagawa University)

2:00 PM - 2:20 PM

[1L3-OS-17-04] Surrogate model for seismic response analysis of structures by combining a deep generative model of earthquake ground motions and multi-task Gaussian process regression

〇Yuma Matsumoto¹, Taro Yaoyama¹, Sangwon Lee¹, Takenori Hida², Tatsuya Itoi¹ (1. The University of Tokyo, 2. Ibaraki University)

2:20 PM - 2:40 PM

[1L3-OS-17-05] Detection of Low-Frequency Tremors in Seismic Waveform on Paper Records Based on Residual Learning

Ryosuke Kaneko¹, 〇Hiromichi Nagao¹, Shin-ichi Ito¹, Hiroshi Tsuruoka¹, Kazushige Obara¹ (1. The University of Tokyo)

Sessions

Organized Session » OS-17