Self-supervised Learning for Remaining Useful Life prediction of Composite Materials based on Physics-based Synthetic Strain Data

Taeri Kim¹, Sang Kyung Lee¹, Gun Jin Yun*, Byeng D. Youn*, and Christian Gogu* Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), Under Revision

Deep Learning-based Rapid and Precise Die Design to Compensate Springback in Metallic Bipolar Plate Stamping for Proton Exchange Membrane Fuel Cells

Hyeongmin Kim, Sangwook Lee, Donghyu Lee, Florian Hüsing, Henning Janssen, Christian Brecher*, and Byeng D. Youn* Measurement, SCIE (IF: 5.6, Rank: 10.6%), Under Revision

A Robust Deep Learning Framework for Weld Defect Classification in PAUT With Specimen-Level Preprocessing

Jongheok Park, Donghyu Lee, Wonjae Choi, Byeng D. Youn*, and Jong Moon Ha* NDT & E International, SCIE (IF: 4.5, Rank: 13.0%), Under Revision

Non-Stationary Compensated Multi-Current Pattern (NCMP): A Novel Image-Based Motor Fault Diagnosis Framework

Hansoo Kim, Christian Gogu, Sebastien Schwartz, and Byeng D. Youn* Advanced Engineering Informatics, SCIE (IF: 9.9, Rank: 2.0%), Under Revision

Center Margin Loss-based Uncertainty-aware Fault Diagnosis for Rotating Machines to Identify Unseen Faults

Hyeongmin Kim, Minseok Chae, Hansoo Kim, Sang Kyung Lee, Hye Jun Oh, Heonjun Youn*, and Byeng D. Youn* Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), Accepted

2026 Roadmap on Artificial Intelligence and Machine Learning for Smart Manufacturing

Jay Lee*, Hanqi Su*, Marco Macchi, Adalberto Polenghi, Wei Wu, Zhiheng Zhao, George Q Huang, Kiva Allgood, Devendra Jain, Benedikt Gieger, Vibhor Pandhare, Soumyabrata Bhattacharjee, Ram Mohril, Lingbao Kong, Sungjong Kim, Chan Hee Park, Byeng D Youn, Guo D Goh, Xi Huang, Wai Yee Yeong, Yung C Shin, He Zhang, Zitong Wang, Fei Tao, Jagjit Singh Srai, Satyandra Gupta, Byung Gun Joung, Albin John, John W Sutherland, Sang W Lee, Olga Fink, Vinay Sharma, Faez Ahmed, Wei (Wayne) Chen, Mark Fuge, Arild Waaler, Martin G Skjæveland, Dimitris Kiritsis, Wei Chen, Vispi Nevile Karkaria, Yi-Ping Chen, Ying-Kuan Tsai, Joseph Cohen, Xun Huan, Jing (Janet) Lin, Liangwei Zhang, Gregory W Vogl, Aaron W Cornelius, Xiaodong Jia, Dai-Yan Ji, Takanobu Minami and Ruoxin Wang Machine Learning: Engineering, SCIE (IF: 4.6, Rank: 0.0%), Accepted

Physics-guided Deep Ensemble Learning for the Remaining Useful Life Prediction of Machine Tools Using Kernel Density Estimation

Yong Chae Kim, Bongmo Kim, MinJung Kim, Sang Kyung Lee, Joon Ha Jung*, and Byeng D. Youn* International Journal of Precision Engineering and Manufacturing-Green Technology, SCIE (IF: 5.6, Rank: 11.8%), Online Published

Frequency-Band Graph-based Sensor Fusion with Sensitivity-aware Energy Assist Network for Machinery System Fault Diagnosis

Sang Kyung Lee, Hyeongmin Kim, Minseok Chae, Hansoo Kim, Joonho Yang, Heonjun Yoon*, and Byeng D. Youn* Engineering Applications of Artificial Intelligence, SCIE (IF: 8.0, Rank: 2.6%), 2026-09, Vol. 179, pp. 115273

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%), 2026-08, Vol. 458, pp. 119041

Multi-scale Signal Transformer with Signal Processing-Based Attention Interpretation for Fault Diagnosis of Rotating Machinery under Variable Speed Conditions

Sungjong Kim, Seungyun Lee, Jiwon Lee, Minjae Kim, Heonjun Yoon*, and Byeng D. Youn* Reliability Engineering & System Safety, SCIE (IF: 11.0, Rank: 1.4%), 2026-07, Vol. 271, pp. 112243

An Adapter-Enhanced, Fourier Feature Deep Operator Network for Fault Severity Estimation of Stator Inter-Turn Short Circuits in Induction Motors

Minseok Chae, Hyeongmin Kim, Sang Kyung Lee, Hansoo Kim, Joonho Yang, Heonjun Yoon*, and Byeng D. Youn* Engineering Applications of Artificial Intelligence, SCIE (IF: 8.0, Rank: 2.6%), 2026-04, Vol. 170, pp. 114197

ARDiff: An Adaptive Reverse-Step Diffusion Framework for Unsupervised Vibration Signal Denoising with Frequency Attention

Juhyun Kim, Yong Chae Kim, Jongwha Baek, Jinwook Lee, Joon Ha Jung*, and Byeng D. Youn* Mechanical Systems and Signal Processing, SCIE (IF: 8.9, Rank: 3.0%), 2026-01, Vol. 244, pp. 113726

Battery Maximum Available Capacity Estimation in Partial Charge Curve with Current Charge State Invariant Feature

Bongmo Kim, Yong Chae Kim, Hyunhee Choi, Gyeong Ryun Gwon, Taejin Kim*, and Byeng D. Youn* Journal of Energy Storage, SCIE (IF: 9.8, Rank: 14.0%), 2025-12, Vol. 138, pp. 118726

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%), 2025-12, Vol. 307, pp. 110880

Steering of Multiple Defect Bands in One-dimensional Phononic Crystals with Segmented Piezoelectric Defects

Soo-Ho Jo¹, Taehun Kim¹, Donghyu Lee, Pengpeng Yu, Junlei Wang, Byeng D. Youn, and Heonjun Yoon* Journal of Physics D-Applied Physics, SCIE (IF: 3.2, Rank: 37.7%), 2025-11, Vol. 58, No. 46 pp. 465501

Deep Learning-Enabled Diagnosis of Abdominal Aortic Aneurysm Using Pulse Volume Recording Waveforms: An In-Silico Study

Sina Masoumi Shahrbabak, Byeng D. Youn, Hao-Min Cheng, Chen-Huan Chen, Shih-Hsien Sung, Ramakrishna Mukkamala, and Jin-Oh Hahn* Sensors, SCIE (IF: 3.5, Rank: 23.8%), 2025-11, Vol. 25, No. 21 pp. 6678