Design and AI Lab
Design and AI Lab
Professor
Prof. 강남우
Professor's page · publicationsAbout
강남우 교수의 SMART DESIGN LAB은 KAIST 조천식모빌리티대학원 소속이다. 인공지능과 생성형 디자인 기술을 활용해 생성형 설계, 설계 최적화, AI 기반 CAD/CAE/CAM, 물리정보 신경망 등을 연구한다. 강 교수는 2022년 대한기계학회 젊은연구자상, 2020년 ASSMO Young Scientist Award를 수상했다.
Research keywords
Recent papers
- CAST: Cast-Admissible Generative Design and Shape Optimization with Paired Depth ImagesNewPreprintarXiv (Cornell University) · Oct 19
- Zero-shot rib design: Merging a training-free generative prior with topology optimizationAdvanced Engineering Informatics · Sep 19
- Distance-Aware Attention and Wall-Distance Expert Routing for Transformer-Based 3D Flow PredictionPreprintarXiv (Cornell University) · Sep 7
From OpenAlex · papers whose author affiliation matches this university
Selected publications
- Point-DeepONet: Predicting Nonlinear Fields on Non-Parametric Geometries under Variable Load ConditionsNeural Networks · 2025
- Multi-objective Generative Design Framework and Realization for Quasi-serial ManipulatorEngineering Applications of Artificial Intelligence · 2025
- DeepWheel: Generating a 3D Synthetic Wheel DatasetJournal of Mechanical Design · 2025
- Data-driven Physics-Informed Neural Networks: A Digital Twin PerspectiveComputer Methods in Applied Mechanics and Engineering · 2024
- DeepJEB: 3D Deep Learning-based Synthetic Jet Engine Bracket DatasetJournal of Mechanical Design · 2024
- Topology Optimization via Machine Learning and Deep Learning: A ReviewJournal of Computational Design and Engineering · 2023
Labs doing related research
Labs that recently published on topics this lab's recent papers share
Shared topic: Model Reduction and Neural Networks
Multiscale Mechanics Lab
KAIST · Mechanical Engineering
Differentiable FEM versus PINN for pavement layer inverse analysis: enforcing physics as hard or soft constraintsNewComputer-Aided Civil and Infrastructure Engineering · Oct 1Noseong Park
KAIST · School of Computing
SBNO : Schrödinger Bridge Neural Operator for the Forward and Inverse Problems under Missing InformationNewPreprintarXiv (Cornell University) · Oct 9Jeongsu Lee
Kyung Hee University · Mechanical Engineering
Legendre polynomial anti-derivative layer for compact physics-informed neural networks and operator learning with high-frequency spectral expressivityMachine Learning Science and Technology · Sep 11
Other labs in this department
- Vehicle Dynamics LabRecruiting
Kibum Park
Power Electronics for Transportation Electrification, Power Conversion Systems, Renewable Energy Integration
- Wireless Power LabRecruiting
Seungyoung Ahn
Wireless Power Transfer, Electromagnetic Design
- Mobility Energy LabRecruiting
Yoon Koo Lee
Energy Systems for Mobility
- Intelligent Mobility LabRecruiting
Kyunghwan Choi
Intelligent Mobility Systems
- Autonomous Driving Lab
Dongsuk Kum
Autonomous Driving, Vehicle Control
- Transportation Planning Lab
Inhi Kim
Transportation Planning and Policy