Education

• Korea Advanced Institute of Science and Techonology (KAIST)                                                                                                                                               Jan. 2025 - Present

M.S. in CCS Graduate School of Mobility (Adviser: Prof. Namwoo Kang) 

Daejeon, South Korea

• Dongguk University                                                                                                                                   Mar. 2019 - Jan. 2025

B.S. in Mechanical Engineering (Adviser : Prof. Soohwan Park)                                                                                 

Seoul, South Korea

Experience

• Graduate Reseacher (Ms.D Candidate)                                                                                                                                                                                                          Jan. 2025 - Present

Korea Advanced Institue of Science and Techonology (KAIST)

Daejeon, South Korea

• Student Researcher   Oct. 2023 - Oct. 2024

Electrified Propulsion Lab.                                                                                

Seoul, South Korea

International Journal

• Han, J., Yang, S.*, and Kang, N.** (2026) "A LLM-Based Multi-Agent System for Motor Design Optimization Using an Uncertainty-Aware FEA-AI Hybrid Approach", arxiv.2606.09037. (Under review)

International Conference

• Han, J., Yang, S., and Kang, N.* (2026) "A Multi-Agent System for IPMSM Design Optimization via an FEA-AI Hybrid Approach", ASME 2026 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference (IDETC/CIE 2026), DETC2026-186939. 

Awards

• "Our paper receive the Paper of Distinction Award in the Design Automation Conference section (DAC), IDETC 2026"

Projects

• Korea Atomic Energy Research Institue (KAERI)                                                                                                                                                                  Jan. 2025 - May. 2026

Development of AI-based Simulation Models for Predicting Three-Dimensional Unsteady Flow Fields 

• Hyundai Motor Group                                                                                                                                                                                                                Jun. 2025 - Jun. 2026

Development of AI-Based Electromagnetic Analysis Models and Performance Prediction for IPMSM

Patent

• "METHOD FOR BUILDING ARTIFICIAL INTELLIGENCE MODEL FOR OPTIMIZATION OF DESIGN SHAPE AND ELECTRONIC DEVICE AND SYSTEM IMPLEMENTING SUCH METHOD", Application No. 10-2026-0102200

• "METHOD FOR AUTOMATIC OPTIMIZATION OF DESIGN SHAPE USING MULTI-AGENT AND ELECTRONIC DEVICE AND SYSTEM IMPLEMENTING  SUCH METHOD", Application No. 10-2026-0102201

Domestic Conference

• Han, J., Yang, S., and Kang, N.* (2026) "A Multi-Agent System-Based Non-Parametric Image Generation for IPMSM Design Optimization",  In The Korean Society of Mechanical Engineers (KSME)

• Han, J., Yang, S., and Kang, N.* (2025) "IPMSM Shape Optimization based FEA-AI Hybrid Model using LLM agents",  In The Korean Society of Mechanical Engineers (KSME)

• Han, J., Kim, S., Kim, S., Yang, S., Cho, B., Song, C., Kang, J., Song, M., and Kang, N.* (2025) “Time-Series Flow Field Prediction of Multi-Cylinder using Spatio-Temporal Coordinate-based Neural Network”, In The Korean Society of Mechanical Engineers (KSME)

• Jeong, L., Han, J. , ...,  Kang, N.* (2026) "Continuous Flow for Discrete Topology Generative Design Editing of IPMSM Rotors via VQ-VFM",  In The Korean Society of Mechanical Engineers (KSME)

• Kim, S., Han, J., Kim, S., Cho, Y., and Kang, N.* (2025) “Manufacturing-Aware 3D Geometry Post-Processing Framework via Depth Maps for 3-Axis CNC Milling”, 

• Kim, S., Yang, S., Kim, S., Han, J., and Kang, N.* (2025) "Transformer-based Framework for Large-Scale 3D Flow Prediction", In The Korean Society of Mechanical Engineers (KSME)

• Kim, S., Yang, S., Kim, S., Han, J., Cho, B., Song, C., Kang, J., and Kang, N.* (2025) “Spatio-Temporal Flow Field Prediction of Variable Multi-Cylinder Configurations via DeepONet”, In The Korean Society of Mechanical Engineers (KSME)                                                                                                     

 Last updated: Jun. 2026. 

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