2 Lee, J. (2025). “Leveraging Multi-agent LLMs for Intelligent Design and Manufacturing: From Materials Discovery to Process Optimization”, Brown University CRUNCH Lab (Advisor: George Em Karniadakis) Seminar. [Link]
1 Lee, J.+, Kim, J.+, Kim, H.+, Lee, I., & Ryu, S.* (2025). “A Multi-Agent Framework for Improving Knowledge Transfer in Injection Molding”, APCOM-ACCM 2025.
11 Lee, I., Lee, J., & Ryu, S.* (2025). “Multi-Agent Argumentative LLM Framework for Conditional Exploration of Double-Perovskite Materials”, Spring Conference of the Korean Institute of Metals and Materials (Oral Presentation).
10 Lee, J.+, Kim, J.+, Kim, H.+, Lee, I., Park, J., & Ryu, S.* (2025). “Enhancing Knowledge Transfer in Injection Molding Through a Multi-Agent LLM Framework”, KSME CAE & Applied Mechanics Conference (Oral Presentation).
9 Kang, H.+, Lee, J.+, Moon, J.+, Lee, T.+, Lim, E., Jung, J., Jung, Y., Lee, S., Lee, K.*, Ryu, S.*, & Kang, T.* (2024). “3D Nanostructure Swab and Deep Learning Analysis of Raman Spectra for Detection of Multiple Foodborne Pathogens”, KSME Conference (Oral Presentation).
8 Kang, H.+, Lee, J.+, Moon, J.+, Lee, T.+, Lim, E., Jung, J., Jung, Y., Lee, S., Lee, K.*, Ryu, S.*, & Kang, T.* (2024). “Detection of Multiple Foodborne Pathogens Utilizing a Three-dimensional Nanostructure Swab and Deep Learning-based Analysis of Raman Spectra”, Nano Korea (Oral Presentation).
7 Lee, J.+, Park, D., Lee, M., Park, K., Lee, H., Lee, I., Lee, I., & Ryu, S* (2024). “Review of Machine Learning-based Inverse Design Methods in Materials Design and Manufacturing”, KSME CAE & Applied Mechanics Conference (Poster).
6 Lee, J.+, Yoon, J+, Kim, G., Park, J.*, & Ryu, S.* (2023). “Real-time Crack Localization using Strain Gauge Sensors with Deep Learning”, KSME CAE & Applied Mechanics Conference (Oral Presentation).
5 Lee, J.+, Yoon, J+, Kim, G., Park, J.*, & Ryu, S.* (2023) “A Deep Learning Approach for Crack Sensing in Structural Health Monitoring using Strain Gauge Sensors”, COSEIK (Oral Presentation).
4 Lee, J., & Ryu, S.*, (2022). “Deep Learning-based Electrode Placement Optimization for Crack Sensing of Carbon-based Composites using Electrode Resistance Tomography”, GRC Additive Manufacturing of Soft Materials (Poster).
3 Lee, J., Lee, H., & Ryu, S.* (2022). “Electrode Placement Optimization for Electrical Resistance Tomography using Transfer Learning”, KSME CAE & Applied Mechanics Conference, 2022 (Oral Presentation).
2 Lee, J., & Ryu, S* (2021). “Data-Driven Electrode Placement Optimization for Crack Sensing of Carbon-based Composites using Electrical Resistance Tomography”, KSME CAE & Applied Mechanics Conference (Oral Presentation).
1 Choi, D., Jang, E., Kim, M., Lee, J., Lim, S., Sohn, S., Lee, H., & Park, S.* (2018). “Analysis of Path Planning Algorithm for Autonomous Control of Electromagnetically Actuated Microrobot”, SMIT2018-IBEC2018 Joint Conference (Poster).