"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

"Frequency-Focused Sound Data Generator for Fault Diagnosis in Industrial Robots"

Semin Ahn, Jinoh Yoo, Kyu-Wha Lee, Byeng Dong Youn, and Sung-Hoon Ahn Conference : International Conference on Precision Engineering and Sustainable Manufacturing (PRESM) 2024 2024-07-09

"Window Size and Sampling Rate Selection for Cost-optimal Deep Learning-based Fault Diagnosis"

Hyeongmin Kim and Byeong D. Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2024 2024-05-21

"Deep Learning-based Inverse Design Framework: A Case Study of a Defective Phononic Crystal for Narrowband Filtering"

Donghyue Lee, Soo-Ho Jo, and Byeng D. Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization (ACSMO) 2024 2024-05-21

"AI-Driven Diagnosis of Aircraft Anomalies using Flight Data Correlation Errors"

Donghyu Lee, Yong Chae Kim, Gyeong Ryun Gwon, and Byeng D. Youn Conference : 14th International Symposium on NDT in Aerospace 2023-11-08

"Sequential Domain Adaptation for Fault Diagnosis in Rotating Machinery"

Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim, Joon Ha Jung, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2023 2023-09-14

"Hybrid Approach of XGBoost and Rule-based Model for Fault Detection and Severity Estimation in Spacecraft Propulsion System"

Sang Kyung Lee, Jiwon Lee, Seungyun Lee, Bongmo Kim, Yong Chae Kim, Jinwook Lee, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2023 2023-09-13

"Tacholess Instantaneous Speed Estimation Considering the Characteristics of Vibration Harmonics"

Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong M. Ha, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2023 2023-09-13

"A Quantitative Analysis of Domain Discrepancies Between General- Speed and Very Low-Speed Bearings and Its Applications to Fault Diagnosis of Very Low-Speed Bearings Using Transfer Learning"

Seungyun Lee, Sungjong Kim, Jiwon Lee, Su J. Kim, Heonjun Yoon, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2023 2023-09-12

"Convolutional Auto-Encoder Based Boiler Tube Leakage Detection Method in a Thermal Power Plant"

Hyeongmin Kim, Kyumin Na, Jin Uk Ko, Heonjun Yoon, and Byeng D. Youn Conference : ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2023-08-23

"Few-Shot Learning Method for Fault Diagnosis of Permanent Magnet Synchronous Motors Under New Operating Conditions"

Minseok Chae, Hyeongmin Kim, Hye Jun Oh, Chan Hee Park, Heonjun Yoon, and Byeng D. Youn Conference : ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2023-08-23

"Multi-Level Domain Adaptation Network Based Fault Diagnosis of Rotating Machinery"

Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn Conference : ASME 2023 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference 2023-08-23

"MALSTM-MCN Ensemble Learning-based Planetary Gearbox Fault Diagnosis method"

Hye Jun Oh, Jinoh Yoo, Tae Hyung Kim, Minjung Kim, and Hyeongmin Kim Conference : 2023 IEEE Conference on Prognostics and Health Management 2023-06-06