企画セッション: 計算力学×データサイエンス

Sat. May 28, 2022 1:00 PM - 2:30 PM Metting room B (Online)

座長:藤田航平(東京大学)

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1:00 PM - 1:15 PM

[2B13-18-01] Construction of surrogate model for rapid prediction of rainfall-induced landslide in wide area

*Kenta Tozato¹, Shuji Moriguchi¹, Kenjiro Terada¹ (1. Tohoku University)

1:15 PM - 1:30 PM

[2B13-18-02] Efficiency improvement of PINNs inverse analysis by extracting spatial features of data

*Shota Deguchi¹, Yosuke Shibata¹, Mitsuteru Asai¹ (1. Kyushu University)

1:30 PM - 1:45 PM

[2B13-18-03] Improving sequential Bayesian update for tsunami scenario detection by using geodetic data learning

*Reika Nomura¹, Yu Otake¹, Shuji Moriguchi¹, Diego Melgar², Randall LeVeque^3,1, Kenjiro Terada¹ (1. Tohoku University, 2. University of Oregon, 3. University of Washington)

1:45 PM - 2:00 PM

[2B13-18-04] 2-D Elastodynamic Inverse Scattering Analysis Using Deep Learning for Multipoint Measurement Data

Takahiro SAITOH¹, *Shinji SASAOKA¹, Kazushi KIMOTO², Sohichi HIROSE³ (1. Gunma University, 2. Okayama University, 3. Tokyo Institute of Technology)

2:00 PM - 2:15 PM

[2B13-18-05] Estimation of cross-sectional characteristics by machine learning for evaluation of additional stress due to shear lag

*Hiroki Aoki¹, Isao Saiki¹, Yu Otake¹, Ryohei Mitsui¹ (1. Tohoku University)

2:15 PM - 2:30 PM

[2B13-18-06] A surrogate model of homogenized elastoplastic constitutive model using RBF interpolation

*Yosuke Yamanaka¹, Seishiro Matsubara², Shuji Moriguchi¹, Kenjiro Terada¹ (1. Tohoku University, 2. Nagoya University)

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