Projects

Industrial collaborations and applied R&D projects

conducted as an AI Researcher at Narnia Labs and the Smart Design Lab, KAIST.

Samsung Heavy Industries

Development of Preliminary Prediction Method for Local Sloshing Loads
Apr. 2026 – Aug. 2026

Details coming soon.

Hyundai Motor Group

Anomaly Detection Model for Electric Vehicle Battery Cells
Feb. 2024 – Mar. 2025

Details coming soon.

Collision Behavior Prediction Model Using 3D Mesh-Based Data
Sep. 2023 – Nov. 2023

Details coming soon.

Deep Learning Library for Collision Analysis Prediction Based on GNN
Jul. 2022 – Jun. 2023

Details coming soon.

AI-Based Generative Design Framework for Car Wheel Shapes
Apr. 2020 – Mar. 2021

Details coming soon.

LG Display

Optimizing Panel Layered Structures with Generative Design and MeshGraphNet
May. 2022 – Feb. 2023

Details coming soon.

Korea Expressway Corporation

Highway Traffic Accident Risk Assessment Index
Mar. 2021 – Dec. 2021

Details coming soon.

KORAIL

Transportation Performance Analysis under COVID-19 and Modal Substitutability
Sep. 2020 – Feb. 2021

Details coming soon.

See Research See Publications