児嶋佑太*, Yvonnet Julien, 原田祥久, 村松眞由「均質化有限要素解析および赤外線応力測定によるGNNを用いた複雑形状CFRP複数内部欠陥の予測｣, 第38回日本機械学会計算力学講演会, OS78P-24, (2025).
MEMBERSタグ: Yuta Kojima
Kojima, Y.*, Yvonnet, J., Harada, Y., Muramatsu, M., “Comparison of machine learning-based defect detection frameworks for complex-shaped CFRP specimens using stress distributions from homogenized finite element analysis and infrared stress measurements”, 18th U.S. National Congress on Computational Mechanics (USNCCM18), Chicago (2025), U250535.
Kojima, Y.*, Yvonnet, J., Harada, Y., Muramatsu, M., “GNN-Based Defect Detection Frameworks for Complex-Shaped CFRP Specimens Adaptable to Multiple Defect Shapes Based on Stress Distributions by Homogenized Finite Element Analysis”, 4th International Conference on Computational Engineering and Science for Safety and Environmental Problems (COMPSAFE2025), in Kobe, Japan, (2025), MS10-3-01.
Nishioka, K.*, Kojima, Y., Saito, T., Washiya, M., Kawakami, K., Matsunaga, M., Muramatsu, M., “Development of a Defect Estimation Method for Carbon Fiber Reinforced Plastic Interstage Structures with Holes in Space Transportation Systems Using Finite Element Analysis and Graph Neural Networks”, 4th International Conference on Computational Engineering and Science for Safety and Environmental Problems (COMPSAFE2025), in Kobe, Japan, (2025), MS05-4-04.
自動下書き
児嶋佑太*, Yvonnet Julien, 原田祥久, 村松眞由「均質化有限要素解析から得られる応力分布を用いた複雑形状CFRP試験片のGNNによる複数欠陥形状予測｣, 第30回計算工学講演会, B-03-01, (2025).
西岡佳祐*, 児嶋佑太, 齊藤俊哉, 鷲谷正史, 川上幸亮, 村松眞由「有限要素解析およびグラフニューラルネットワークを用いた炭素繊維強化プラスチック製穴あき試験片の欠陥推定手法の開発｣, 第30回計算工学講演会, B-03-03, (2025).
児嶋佑太*, 平山健太, 遠藤克浩, 原田祥久, Yvonnet Julien, 村松眞由「複雑形状CFRP試験片における均質化有限要素解析および赤外線応力測定による応力分布を用いたGNNによる欠陥3次元情報の予測｣, 第37回日本機械学会計算力学講演会, OS-2207, (2024).
自動下書き
笠智咲⼦*, 児嶋佑太, 村松眞由「機械学習による透過型電⼦顕微鏡観察動画中の変形⾦属における転位の移動量評価｣, 第29回計算工学講演会, A-11-03 (6 pages), (2024).
Ikeda, A.*，Higuchi, R., Yokozeki, T., Endo, K., Kojima, Y., Suzuki, M., Muramatsu, M., “Prediction of Microstructures of Dendrite Crystals and Process Parameters for Thermoplastic Resin Based on Mechanical Properties Using The Conditional Diffusion Model”, 16th World Congress on Computation Mechanics & 4th Pan American Congress on Computational Mechanics (WCCM-PANACM2024), Canada (2024), MS1807, W241892.
Kojima, Y.*，Hirayama, K., Harada, Y., Muramatsu, M., “Prediction of Three-dimensional Defect’s Information in Complex Shaped CFRP Specimens Using GNN Based on Stress Distribution on Surface from Homogenized Finite Element Analysis and Infrared Measurements”, 16th World Congress on Computation Mechanics & 4th Pan American Congress on Computational Mechanics (WCCM-PANACM2024), Canada (2024), MS1807, W241115.