Scholar
Seunghwa Ryu
Google Scholar ID: I5sAZ6cAAAAJ
KAIST Endowed Chair Professor of Mechanical Engineering
Mechanics
Materials Modeling
AI Based Design
Composites
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Citations & Impact
All-time
Citations
10,706
H-index
44
i10-index
120
Publications
20
Co-authors
55
list available
Publications
11 items
Predicting Space Groups of Double Perovskites by LLM with Dynamic Few-Shot Learning
2026
Cited
0
A Multi-Agent Framework for Automated Coarse-Grained Molecular Dynamics of Polymers
2026
Cited
0
A Hybrid GNN-FEM Framework for Phase-Field Fracture Simulation. Physics-Preserving Hybridization for Generalizable Surrogate Modeling
2026
Cited
0
Physics-Informed Discovery of Yield Functions in Plasticity via Convex Neural Representations
2026
Cited
0
Critical evaluation of PINN for FWD inverse analysis and differentiable FEM as an alternative
2026
Cited
0
Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks
2025
Cited
0
Enhanced Conditional Generation of Double Perovskite by Knowledge-Guided Language Model Feedback
2025
Cited
0
Physics-Informed Neural Networks for Programmable Origami Metamaterials with Controlled Deployment
2025
Cited
0
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Co-authors
5 total
Wei Cai (蔡巍)
Professor of Mechanical Engineering
Grace X. Gu
Assistant Professor, Mechanical Engineering, UC Berkeley
Markus J. Buehler
Massachusetts Institute of Technology
Charles Yang
University of California, Berkeley
Junhyeong Lee
Ph.D. Candidate, KAIST
