3 citations · 5 across the 13 of their papers we have counts for
4 papers · 1 filter
Distance-Aware Attention and Wall-Distance Expert Routing for Transformer-Based 3D Flow Prediction
Sanghyeon Kim, Sunwoong Yang, Namwoo Kang
Transformer surrogates for 3D flow prediction compress an industrial mesh into a small set of tokens from which every prediction point reads. Two operations follow: the retrieval s…
A Multi-Agent System for Motor Design Optimization via an FEA-AI Hybrid Approach
Jinseong Han, Sunwoong Yang, Namwoo Kang
This study presents a large language model (LLM)-based multi-agent framework for interior permanent magnet synchronous motor (IPMSM) design optimization that mitigates limitations…
Enhancing Creativity in 3D Generative Design via a TRIZ-Inspired Text-to-CAD Framework
Dongeon Lee, Leekyo Jeong, Soyoung Yoo +2
Recent advances in large language models (LLMs) have demonstrated significant potential in supporting engineering design tasks, including computer-aided design (CAD) automation. Ho…
DeepJEB++: Foundation Model-Driven Large-Scale 3D Engineering Dataset via 2D Latent Space Augmentation
Soyoung Yoo, Leekyo Jeong, Jinsu Ra +4
Data-driven engineering design is constrained by the lack of large-scale 3D datasets that pair geometry with physics-based performance labels. In particular, existing 3D data augme…