Structural Dependency-Aware Generative Design of Elastic Metasurfaces via Pseudo-Supervised Attention-based Transformer

Taehun Kim, Donghyu Lee, Juhwan Han, Sayhee Kim, Byeng D. Youn *, and Soo-Ho Jo* Computer Methods in Applied Mechanics and Engineering, SCIE (IF: 7.3, Rank: 2.6%), Vol. 458, pp. 119041, 2026-08

Transformer-Based Prediction of Dispersion Relation and Transmittance in Phononic Crystals

Donghyu Lee, Taehun Kim, Ju Hwan Han, Sayhee Kim, Byeng D. Youn*, and Soo-Ho Jo* International Journal of Mechanical Sciences, SCIE (IF: 9.4, Rank: 2.5%), Vol. 307, pp. 110880, 2025-12

"Counterfactual Data Generation via World Models for Enhancing Industrial Safety in Rare Event Scenarios"

Juhwan Han, Taehun Kim, Donghyu Lee, Sayhee Kim, Soo-Ho Jo, Byeng Dong Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2026, 2026-05-19

"Scalable Deep Learning for Dispersion Relation Prediction in 2D Defective Phononic Crystals"

Sayhee Kim, Donghyu Lee, Taehun Kim, Ju Hwan Han, Soo-Ho Jo, , Byeng Dong Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2026, 2026-05-19

"Transformer-based Latent Diffusion Model for Inverse Design of Phononic Crystals with Structural Variability"

Donghyu Lee, Taehun Kim, Juhwan Han, Sayhee Kim, Soo-Ho Jo, Byeng Dong Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2026, 2026-05-18

"End-to-End Generative Framework for the Inverse Design of Multi-functional Elastic Metasurfaces"

Taehun Kim, Donghyu Lee, Juhwan Han, Sayhee Kim, Soo-Ho Jo, Byeng Dong Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2026, 2026-05-18

"음향양자 결정의 해석을 위한 트랜스포머 기반 대리모델 개발"

이동휴, 김태훈, 한주환, 김세희, 윤병동, 조수호 Conference : 대한기계학회 2025년 학술대회, 2025-12-12

"탄성파 제어를 위한 딥러닝 기반 역설계 모델 개발"

김태훈, 이동휴, 한주환, 김세희, 조수호, 윤병동 Conference : 대한기계학회 2025년 학술대회, 2025-12-12

박종혁, 한주환, 김세희, 유해수, "AI Factory Hackathon 2025-대상" 2025-12-16