| Machine learning-based inverse design methods considering data characteristics and design space size in materials design and manufacturing: a review J Lee, D Park, M Lee, H Lee, K Park, I Lee, S Ryu Materials Horizons 10 (12), 5436-5456, 2023 | 38 | 2023 |
| Deep generative spatiotemporal learning for integrating fracture mechanics in composite materials: inverse design, discovery, and optimization D Park, J Lee, H Lee, GX Gu, S Ryu Materials Horizons 11 (13), 3048-3065, 2024 | 6 | 2024 |
| Advancements and challenges of micromechanics-based homogenization for the short fiber reinforced composites H Lee, S Lee, S Ryu Multiscale Science and Engineering 5 (3), 133-146, 2023 | 5 | 2023 |
| Innovative 3D printing of mechanoluminescent composites: Vat photopolymerization meets machine learning J Jo, K Park, H Song, H Lee, S Ryu Additive Manufacturing 90, 104324, 2024 | 2 | 2024 |
| Enhancing Injection Molding Optimization for SFRPs Through Multi‐Fidelity Data‐Driven Approaches Incorporating Prior Information in Limited Data Environments H Lee, M Lee, J Jung, I Lee, S Ryu Advanced Theory and Simulations 7 (8), 2400130, 2024 | 1 | 2024 |
| Data-driven prediction of strain fields in auxetic structures and non-contact validation with mechanoluminescence for structural health monitoring J Jo, M Park, S Kang, H Lee, CY Gu, TS Kim, S Ryu International Journal of AI for Materials and Design 1 (2), 48-60, 2024 | 1 | 2024 |
| Sequential multi-objective Bayesian optimization of air-cooled battery thermal management system with spoiler integration H Cho, H Lee, S Ryu Journal of Energy Storage 114, 115586, 2025 | | 2025 |
| Bayesian optimization of tailgate rib structures enhancing structural stiffness under manufacturing constraints of injection molding H Lee, J Yeo, K Kong, D Myeong, D Jang, J Lee, H Choi, N Kim, S Ryu Journal of Manufacturing Processes 134, 739-748, 2025 | | 2025 |
| Mean-field homogenization of liquid metal elastomer composites: comparative study and exact dilute solution of core–shell inclusion H Lee, J Yeo, J Yu, H Moon, S Ryu Journal of Physics: Condensed Matter 36 (50), 505702, 2024 | | 2024 |
| Comparative Study of Multi‐objective Bayesian Optimization and NSGA‐III based Approaches for Injection Molding Process J Jung, K Park, H Lee, B Cho, S Ryu Advanced Theory and Simulations 7 (7), 2400135, 2024 | | 2024 |
| Forecasting Long-term Spatial-temporal Dynamics with Generative Transformer Networks D Park, H Lee, S Ryu Engineering Archive, 0 | | |
Seunghwa RyuProfessor of Mechanical Engineering at KAISTE-mail megerősítve itt: kaist.ac.kr