"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

"Cost-Effective Autonomous Experimental Design for Battery State-of-Health Prediction Using a Need Score"

Jiheon Kang, Gyeong Ryun Gwon, Seungyun Lee, Minjae Kim, Guesuk Lee, Byeng Dong Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2026 2026-05-19

"DeepONet-Driven Probabilistic Thermal Characterization and Inverse Parameter Sensitivity Analysis for Power Semiconductor Packages"

Wonbin Song, Guesuk Lee, Byeng Dong Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2026 2026-05-19

"A Structured Method for Automating Multiphysics Simulations Using Large Language Models"

Haesoo Yoo, Wonbin Song, Guesuk Lee, Byeng Dong Youn Conference : A Structured Method for Automating Multiphysics Simulations Using Large Language Models 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

"Interpretable Sensor Importance-Based Multi-Sensor Integration for Condition Monitoring of Rotating Machinery"

Sungjong Kim, Seungyun Lee, Minjae Kim, Heonjun Yoon, Byeng D. Youn Conference : The Asia Pacific Prognostics and Health Management Conference 2025 2025-12-10

"Fault Diagnosis of Gearbox under Phase Estimation Error by Sequenctial Alignment Based on Dynamic Time Wraping of D Norms"

Taehyung KIm, Jongmin Park, Jinoh Yoo, Jong Moon Ha, Byeng D. Youn Conference : ASME 2025 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2025-08-20

"Self-supervised Stator Current Representation Learning for Motor Fault Diagnosis"

Sang Kyung Lee, Hyeongmin Kim, Minseok Chae, Hye Jun Oh, Heonjun Yoon, Byeng D. Youn Conference : ASME 2025 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2025-08-18

"Signal Reconstruction of Rotating Machinery Using a Frequency Focused And Reverse Step-Aware Diffusion Model"

Juhyun Kim, Yong Chae Kim, Jonghwa Baek, Jinwook Lee, Joon Ha Jung, Byend D. Youn Conference : ASME 2025 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2025-08-18

"Partial Transfer Learning using Domain Knowledge Filter for Fault Diagnosis of Bearing"

Yong Chae Kim, Jinwook Lee, Taehun Kim, Jonghwa Baek , Jin Uk Ko, Joon Ha Jung, Byeng D. Youn Conference : ASME 2025 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2025-08-18

"Generative AI-driven Inverse Design of Elastic Metasurface for Anomalous Refraction with Full Transmission"

Taehun Kim, Donghyu Lee, Soo-Ho Jo, and Byeng D. Youn Conference : 16th World Congress on Structural and Multidisciplinary Optimization 2025-05-19

"Inverse Design of Defect-introduced Phononic Crystals via a Deep Learning Approach"

Donghyu Lee, Soo-Ho Jo, and Byeng D. Youn Conference : The 26th International Congress of Theoretical and Applied Mechanics 2024-08-30

"Synthetic Signal Generation Framework for Fault Diagnosis of Rotating Machinery with Limited Fault Data"

Taehun Kim, Jin Uk Ko, Jinwook Lee, Yong Chae Kim, Byeng D. Youn, and Joon Ha Jung Conference : ASME 2024 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2024-08-28

"Multi-sensor Fusion Framework for Fault Diagnosis of Rotating Machinery based on Sensor Importance Estimation"

Sungjong Kim, Seungyun Lee, Jiwon Lee, Minjae Kim, Heonjun Yoon, and Byeng D. Youn Conference : ASME 2024 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2024-08-28