work AI Foundation Model for Ship Shape Design Generative AI foundation model development for ship shape design in collaboration with KRISO Narnia Labs 2026.06 - 2030.12 AI-Based Real-Time Aerodynamic Prediction for 2-Channel Electric Air Vents Physics-constrained predictive AI that replaces CFD simulation for real-time airflow evaluation of automotive air vents Narnia Labs 2025.05 - 2026.01 Generative AI for Automated 3D CAD Design of Automotive Part Covers Generative AI that produces manufacturable 3D CAD and drawings of automotive rear-covers from minimal input Narnia Labs 2024.11 - 2025.12 Generative AI for Automated Vehicle Exterior Structural Design Generative AI that turns a styling surface into a manufacturable interior structure, cutting exterior structural design lead time from weeks to minutes Narnia Labs 2024.06 - 2024.09 AI-Driven Design Automation and Vibration Prediction for Test JIGs Deep-learning framework that generates JIG assemblies and predicts vibration performance for product testing setups Narnia Labs 2024.06 - 2024.12 Generative AI for Optimal Duct Design in Seat HVAC Systems Generative AI combined with a physics-based surrogate model for pressure-drop-optimal duct design in seat ventilation Narnia Labs 2024.03 - 2026.03 AI-Driven MCCB Design System Generative AI-based design optimization for LS ELECTRIC molded case circuit breakers Narnia Labs 2024.01 - 2026.02 Generative AI for Lightweighting and Cost Reduction of Washing Machine Parts Generative AI that explores lightweight, high-stiffness designs for washing machine structural components under strict performance targets Narnia Labs 2023.07 - 2023.12 Generative Design of Brake Calipers with 3D Deep Learning 3D deep-learning generative design for automotive brake calipers with structural performance prediction and optimization Narnia Labs 2022.05 - 2023.12 Machine Learning-based Vehicle Kinematic Response Prediction for Small Overlap Crash Machine learning system for predicting small overlap crash response using early-stage design data Smart Design Lab, KAIST 2021.05 - 2022.05 Large-scale Layout Optimization for Chemical Plant Generative design algorithm for automated multi-layer facility layout optimization Smart Design Lab, KAIST 2021.05 - 2022.10 fun