Suzuki, M.*, Muramatsu, M., “Investigation of a Machine Learning-assisted Material Point Method for Buckling Analysis”, XVIII International Conference on Computational Plasticity, Fundamentals and Applications (COMPLAS2025), Spain (2025), 701A-5.

鈴木美智*, 志澤一之, 村松眞由「機械学習を用いた材料微視組織提案手法の構築および構造設計への応用に向けた検討」, M&M・CMD若手シンポジウム2025, ID33, (2025).

Suzuki, M.*, Prume, E., Reese S., Muramatsu, M., “Direct data-driven approach for sequential boundary value problems in two-phase materials”, 4th International Conference on Computational Engineering and Science for Safety and Environmental Problems (COMPSAFE2025), in Kobe, Japan, (2025), MS06-2-05.

鈴木美智*, Prume Erik, Reese Stefanie, 村松眞由「二相材料の材料組織の探索におけるデータ駆動型アプローチを用いた力学特性評価」, 第37回日本機械学会計算力学講演会, OS-1810, (2024).

Suzuki, M.*,Shizawa, K., Muramatsu, M., “Evaluation of Effect of Microstructures on Mechanical Properties of Dual-phase Steel”, International Conference in an explosively growing informatics world (CIMTEC2024), Italy (2024), P01.

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.

Suzuki, M.*,Shizawa, K., Muramatsu, M., “Evaluation of mechanical properties of three-dimensional polycrystalline microstructures of dual-phase steel using machine learning model based on phase-field method and crystal plasticity finite element method”, 16th World Congress on Computation Mechanics & 4th Pan American Congress on Computational Mechanics (WCCM-PANACM2024), Canada (2024), MS0401, W240956.

池⽥有沙*, 樋⼝諒, 横関智弘, 遠藤克浩, 児嶋佑太, 鈴⽊美智, 村松眞由「Conditional Diffusionモデルを⽤いた⼒学特性に基づく熱可塑性樹脂のデンドライト結晶および加⼯温度の予測」, 第29回計算工学講演会, A-08-04 (6 pages), (2024).

鈴木美智*, 志澤一之, 村松眞由「機械学習による高強度・高延性を示す最適なDual Phase鋼材料組織の探索」, 第28回計算工学講演会, A-12-05 (6 pages), (2023).

Muramatsu, M.*, Suzuki, M., Shizawa,K., “Dislocation-crystal Plasticity Simulation for Investigation of Grain Size Dependency in Dual Phase Steel”, XVII International Conference on Computational Plasticity, Fundamentals and Applications (COMPLAS2023), Spain (2023), IS1703b-1.