"Graph-Based Multi-Sensor Fusion with Frequency-Band Decomposition for System-Level Machinery Fault Diagnosis"

Sang Kyung Lee, Hyeongmin Kim, Minseok Chae, Hansoo Kim, Joonho Yang, Heonjun Yoon, Byeng D. Youn Conference : ASME IDETC-CIE 2026 2026-08-26

"Physics-Guided Virtual Metrology of Motor Current Signals for Fault Diagnosis Under Unseen Conditions"

Hansoo Kim, Minseok Chae, Sang Kyung Lee, Joonho Yang, Heonjun Yoon, Byeng D. Youn Conference : ASME IDETC-CIE 2026 2026-08-26

"Vehicle Mass Estimation via EKF-Based Virtual Sensing Considering Mechanical Efficiency Variability"

Jinoh Yoo, Hyeonchan Lee, Ju Hwan Han, Seongpil Ju, Juho Kim, Yong Gwon Jeon, Dae Un Sung, Byeng Dong Youn Conference : ASME IDETC-CIE 2026 2026-08-25

"Ex-MIND: An Expert-Inspired Multi-Task Learning Framework Based on Industrial Domain Knowledge for Trustworthy Rotating Machinery Fault Diagnosis Under Environmental Shifts"

Minjae Kim, Sungkyun Kim, Seungyun Lee, Heonjun Yoon, Byeng D. Youn Conference : ASME IDETC-CIE 2026 2026-08-24

"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