2025
(In submission)
15 Lee, I.+, Lee, J.+, Park, J., Lim, K.*, & Ryu, S.* Enhanced Conditional Generation of Double Perovskite by Knowledge-Guided Language Model Feedback, Submitted
14 Kim, J.+, Lee, S.+, Yu, J., Lee, J., & Ryu, S. Federated Learning Framework for Data-Sovereign Quality Prediction in Injection Molding. Submitted
13 Cho, H., Yu, J., Moon, H., Yoon, J., Lee, J., Kim, G., Park, J., & Ryu, S. Real-Time Structural Health Monitoring with Bayesian Neural Networks: Distinguishing Aleatoric and Epistemic Uncertainty for Digital Twin Frameworks. Submitted
12 Lee, S.+, Lee, J., Park, D., Lee, S., Lee, K.*, Kim, H.*, & Ryu, S.* Reducing False Negatives in Gastroesophageal Reflux Disease Diagnosis Through Multi-Feature Anomaly Detection of pH-Impedance Signals. Submitted
(Published / Accepted)
11 Moon, H., Lee, J., Yu, J. & Ryu, S. Physics-Informed AI for Material Characterization: A Perspective on Data-Efficient Discovery through Physics-Informed Neural Network, International Journal of AI for Materials and Design, Accepted.
10 Lee, J.+, Kim, J.+, Kim, H.+, Lee, I., & Ryu, S.* (2025). IM-Chat: A Multi-agent LLM-based Framework for Knowledge Transfer in Injection Molding Industry. Journal of Manufacturing Systems, Accepted.
9 Lee, H.+, Moon, H.+, Lee, J.+, & Ryu, S.* (2025). Toward Knowledge-Guided AI for Inverse Design in Manufacturing: A Perspective on Domain, Physics, and Human-AI Synergy. Advanced Intelligent Discovery, Accepted.
8 Kang, H.+, Lee, J.+, Lee, S., Jeon, J., Mun, C., Yang, J., Kwon, H., Lee, I., Kim, S., Lim, E., Jung, J., Jung, Y.*, Park, S.*, Ryu, S.*, & Kang, T.* (2025). Interpretability-Driven Deep Learning for SERS-based Classification of Respiratory Viruses. Biosensors and Bioelectronics, 117891.
7 Yoon, J. +, Lee, J.+, Ryu, S.*, & Park, J.* (2025). Enhanced Energy Harvesting in Rotary Triboelectric Nanogenerators via Gaussian Process Regression-Based Bayesian Optimization. Nano Energy, 135, 110653.
2024
6 Kang, H.+, Lee, J.+, Moon, J.+, Lee, T.+, Lim, E., Jung, J., Jung, Y., Lee, S., Lee, K.*, Ryu, S.*, & Kang, T.* (2024). Multiplex detection of foodborne pathogens using 3D nanostructure swab and deep learning-based classification Raman spectra. Small, 20(35), 2308317. (front cover)
5 Lee, J.+, Park, K., Park, K., Kim, Y., Kim, J.*, & Ryu, S.* (2024). Electrode Placement Optimization for Electrical Impedance Tomography using Active Learning. Advanced Engineering Materials, 26(11), 2301865. (invited)
2023
4 Lee, J.+, Park, D., Lee, M., Lee, H., Park, K., Lee, I., & Ryu, S.* (2023). Machine learning-based inverse design methods considering data characteristics and design space size in materials design and manufacturing: a review. Materials Horizons, 10, 5436-5456.
2022
3 Yoon, J.+, Lee, J.+, Kim, G., Ryu, S.*, & Park, J.* (2022). Deep neural network-based structural health monitoring technique for real-time crack detection and localization using strain gauge sensors. Scientific Reports, 12(1), 20204.
2021
2 Park, K., Lee, J., & Ryu, S.* (2021). Damage detection of composite materials via IR thermography and electrical resistance measurement: A review. Structural Engineering and Mechanics, 80(5), 563-583.
2020
1 Lim, S. H.+, Sohn, S. W.+, Lee, H., Choi, D., Jang, E., Kim, M., Lee, J., & Park, S.* (2020). Analysis and evaluation of path planning algorithms for autonomous driving of electromagnetically actuated microrobot. International Journal of Control, Automation and Systems, 18, 2943-2954.
2 Kim, J., Lee, J., Kim, H., Lee, I., Ryu, S., Nam, K., & Yoon, S. (2025). “Knowledge Transfer Device and Method using an Agent Based on a Large Language Model”, Filed (KR 10-2025-0145843).
1 Ryu, S., Lee, J., & Park, K. (2023). “Method and Apparatus for Optimization of Cathode Material Design Multi-objective Bayesian Optimization”, Filed (KR 10-2023-0172701).