14.Dual-Constrained Diffusion Model for Nonlinear Microstructure Inverse Design with Direct Evaluation
J. Yu†, J. Byun†, H. Moon, J. Lee, S. Ryu*. Computer Methods in Applied Mechanics and Engineering, 461, 119267, 2026. [doi]
13.Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks
H. Cho, J. Yu, H. Moon, J. Yoon, J. Lee, G. Kim, J. Park, S. Ryu*. International Journal of Precision Engineering and Manufacturing-Green Technology, 2026. [doi]
12.Nanoscale Frictional Imaging of Ferroelectric Domains
S. Cho†, H. Moon†, I. Gaponenko, E. Cho, C. Lichtensteiger, R. S. Dragland, J. H. Lee, J. Schultheiß, D. Meier, S. Ryu*, S. Hong, P. Paruch. Science Advances, 12, eaee0247, 2026. [doi]
11.An Energy-Based Physics-Informed Computational Framework for Forward and Inverse Flexoelectric Problems
H. Moon†, D. Park†, J. Yeo, S. Ryu*. International Journal for Numerical Methods in Engineering, 127, e70280, 2026. [doi]
10.A Self-Correcting Multi-Agent LLM Framework for Language-Based Physics Simulation and Explanation
D. Park†, H. Moon†, S. Ryu*. npj Artificial Intelligence, 2, 10, 2026. [doi]
9.Physics-Informed Machine Learning for Material Characterization: A Perspective on Data-Efficient Discovery Through Physics-Informed Neural Networks
H. Moon, J. Lee, J. Yu, S. Ryu*. International Journal of AI for Materials and Design, 2(4), 1–9, 2025. [doi]
8.Enhancing Prediction Performance and Generalizing for Transverse Behavior of Unidirectional Composites via Strategic Input Feature Augmentation
M. Park, J. Jung, H. Moon, D. Park, M.-S. Go, H.-K. Noh, J. H. Lim, S. Ryu*. Advanced Theory and Simulations, 8, 2401311, 2025. [doi]
7.Toward Knowledge-Guided AI for Inverse Design in Manufacturing: A Perspective on Domain, Physics, and Human–AI Synergy
H. Lee†, H. Moon†, J. Lee†, S. Ryu*. Advanced Intelligent Discovery, e2500107, 2025. [doi]
6.Physics-Informed Neural Operators for Generalizable and Label-Free Inference of Temperature-Dependent Thermoelectric Properties
H. Moon†, S. Lee†, W. Demeke, B. Ryu, S. Ryu*. npj Computational Materials, 11, 272, 2025. [doi]
5.Physics-Informed Neural Network-Based Discovery of Hyperelastic Constitutive Models from Extremely Scarce Data
H. Moon†, D. Park†, H. Cho, H.-K. Noh, J. H. Lim, S. Ryu*. Computer Methods in Applied Mechanics and Engineering, 446, 118258, 2025. [doi]
4.DNN-Based Inverse Design of Line Heating Patterns for Automated Plate Forming in Shipbuilding Using Multi-Start Convex Optimization
H. Moon, K. Park, J. Lee, D. Lee, S. Ryu*. Extreme Mechanics Letters, 76, 102313, 2025. [doi]
3.Design of Auxetic Metamaterial for Enhanced Low Cycle Fatigue Life and Negative Poisson’s Ratio Through Multi-Objective Bayesian Optimization
S. Kang, H. Moon, S. Shin, M. Mousavi, H. Sung, S. Ryu*. Materials & Design, 252, 113798, 2025. [doi]
2.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, 505702, 2024. [doi]
1.On-Demand Crack Formation on DNA Film via Organic Solvent-Induced Dehydration
S. Lee, H. Moon, J. Kim, S. Ryu*, S. M. Park, D. K. Yoon. Advanced Materials, 36, 2314374, 2024. [doi]