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%), 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

FBG-SEANet: 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%), Under Revision

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

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

Spectral Kurtosis Attention Network (SKAN): Synergizing Signal Processing and Deep Learning for Fault Diagnosis of Rolling Element Bearings

Jongmin Park, Jinoh Yoo, Taehyung Kim, Minjung Kim, Jonghyuk Park, Jong Moon Ha*, and Byeng D. Youn* Expert Systems with Applications, SCIE (IF: 7.5, Rank: 6.1%), 2025-11, Vol. 292, pp. 128581

Deep Learning-based Cross-domain Tacholess Instantaneous Speed Estimation of Rotating Machinery with a Selective Multi-order Frequency Module

Minjung Kim, Yong Chae Kim, Jinoh Yoo, Jongmin Park, Taehyung Kim, Jong Moon Ha*, and Byeng D. Youn* IEEE Sensors Journal, SCIE (IF: 4.5, Rank: 19.6%), 2025-10, Vol. 25, No. 20 pp. 37810-37820

Toward Robust Structure Function-Based Thermal Analysis: Quantitative Metrics for Semiconductor Packaging Evaluation

Wonbin Song, Guesuk Lee*, and Byeng D. Youn* Microelectronics Reliability, SCIE (IF: 1.9, Rank: 61.6%), 2025-10, Vol. 173, pp. 115867