Materials Research Meeting 2025 (MRM2025)
Advanced Search

Session Details

Oral SessionB. Frontiers in Data-Driven Materials Development : [B-2] Frontiers in Data-Driven Structural Materials

[B2-O201]Oral 201

Wed. Dec 10, 2025 9:00 AM - 12:00 PM JST
Wed. Dec 10, 2025 12:00 AM - 3:00 AM UTC
Session 9(G320)
Chair:Goro Miyamoto(Tohoku University)
9:00 AM - 9:50 AM JST(12:00 AM - 12:50 AM UTC)

[B2-O201-01]Microstructure design accelerated by phase-field method, image-based property calculations, and generative AI techniques

*Toshiyuki Koyama1 (1. National Institute for Materials Science (Japan))
9:50 AM - 10:20 AM JST(12:50 AM - 1:20 AM UTC)

[B2-O201-02]Bayesian Inverse Inference with Image-Based Deep Generative Models

*Satoshi Noguchi1, Junya Inoue2 (1. JAMSTEC (Japan), 2. The Univ. of Tokyo (Japan))
10:20 AM - 10:40 AM JST(1:20 AM - 1:40 AM UTC)

break

10:40 AM - 11:00 AM JST(1:40 AM - 2:00 AM UTC)

[B2-O201-03]Prediction of Microstructure-Property Linkage by Crystal Plasticity-based Graph Neural Network

*Minh Tien Tran1, Dong-Kyu Kim2, Seong-Hoon Kang1, Ho Won Lee1,3 (1. Korea Institute of Materials Science (Korea), 2. Konkuk University (Korea), 3. University of Science and Technology (Korea))
11:00 AM - 11:20 AM JST(2:00 AM - 2:20 AM UTC)

[B2-O201-04]High Creep Performance Welding Conditions Based on HAZ Shape Using Bayesian Optimization

*Hitoshi Izuno1, Masahiko Demura1, Kenji Nagata1, Daisuke Abe2, Keisuke Torigata2 (1. National Institute for Materials Science (Japan), 2. IHI Corp. (Japan))
11:20 AM - 11:40 AM JST(2:20 AM - 2:40 AM UTC)

[B2-O201-05]Collaborative Confidential Modeling for Creep Life and Tensile Strength Prediction using Federated Learning Framework

*Junya Sakurai1, Masahiko Demura1 (1. National Institute for Materials Science (Japan))
11:40 AM - 12:00 PM JST(2:40 AM - 3:00 AM UTC)

[B2-O201-06]Automation of Materials Science Research by AI Agents: Study case of Crystal Plasticity Simulation

*JIYI YANG1,2, Yoshinao Kobayashi2, Masahiko Demura1,2 (1. NIMS (Japan), 2. Institute of Science Tokyo (Japan))
Back to Category List