[340401-05] MS-10-3 | COMPSAFE2025

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Oral Presentation[MS-10] Deep and Machine Learning Methodology in the Context of Application to Computational Mechanics

[340401-05]MS-10-3

Thu. Jul 3, 2025 1:00 PM - 3:00 PM JST
Thu. Jul 3, 2025 4:00 AM - 6:00 AM UTC

Room 404(Room 404)

Yoshitaka Wada (Kindai University)

1:00 PM - 1:20 PM JST(4:00 AM - 4:20 AM UTC)

[340401-05-01]GNN-Based Defect Detection Frameworks for Complex-Shaped CFRP Specimens Adaptable to Multiple Defect Shapes Based on Stress Distributions by Homogenized Finite Element Analysis

*Yuta Kojima¹, Julien Yvonnet², Yoshihisa Harada³, Mayu Muramatsu¹ (1. Keio university, 2. Gustave Eiffel University, 3. National Institute of Advanced Industrial Science and Technology)

1:20 PM - 1:40 PM JST(4:20 AM - 4:40 AM UTC)

[340401-05-02]Advanced structural material design based on computational simulation and data-driven method

*Zhanli Liu¹ (1. Tsinghua University)

1:40 PM - 2:00 PM JST(4:40 AM - 5:00 AM UTC)

[340401-05-03]Research on surrogate models for earthquake damage prediction using numerical analysis

*Sota Nishioka¹, Yuichiro Yamabe¹, Satoru Oishi¹ (1. Kobe University)

2:00 PM - 2:20 PM JST(5:00 AM - 5:20 AM UTC)

[340401-05-04]Learning Stochastic Dynamical Systems for Complex System Prognosis Using RRAEs.

*Jad Mounayer^1,2, Sebastian Rodriguez¹, Jerome Tomezyk², Chady Ghnatios³, Francisco Chinesta^1,4 (1. ENSAM, 2. SKF Magnetic Mechatronics, 3. University of North Florida, 4. CNRS@CREATE)

2:20 PM - 2:40 PM JST(5:20 AM - 5:40 AM UTC)

[340401-05-05]Three-Dimensional Crack Propagation Prediction Using Transfer Learning

*Ryosuke Akimoto¹, Yoshitaka Wada¹ (1. Kindai University)

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