GenPnCFormer: Latent Diffusion Transformer for Inverse Design of Variable 1D Phononic Crystals

Donghyu Lee, Taehun Kim, Ju Hwan Han, Sayhee Kim, Byeng D. Youn*, and Soo-Ho Jo* Thin-Walled Structures, SCIE (IF: 8.3, Rank: 3.5%), Under Revision

Quantifying and Mitigating Load-Induced Impulsiveness Bias for Bearing Fault Diagnosis via Domain Knowledge-Informed Algorithmic Fairness

Seungyun Lee, Sungjong Kim, Minjae Kim, Jiwon Lee, Su J. Kim, Heonjun Yoon*, and Byeng D. Youn* Journal of Computational Design and Engineering, SCIE (IF: 6.8, Rank: 5.9%), Under Revision

Domain Knowledge-Informed Neural Networks for Prognostics and Health Management: A State-of-the-Art Review and Taxonomy

Hyeongmin Kim, Taehun Kim, Wonbin Song, Jong Moon Ha*, and Byeng D. Youn* Archives of Computational Methods in Engineering, SCIE (IF: 12.9, Rank: 0.4%), Under Revision

Physics-Embedded Neural Blind Deconvolution: Impulse Response-Embedded Filtering Module for Weak Fault Feature Extraction Under Harmonic Interference

Jinoh Yoo, Taehyung Kim, Hyeonchan Lee, Jong Moon Ha*, and Byeng D. Youn* Journal of Sound and Vibration, SCIE (IF: 5.8, Rank: 3.7%), Under Revision

Torque-Speed-Aware Dynamic Kernel Design in Gaussian Process Regression for Non-Stationary Motor Current Fault Detection

Hansoo Kim, Hyeongmin Kim, Minseok Chae, Sang Kyung Lee, Joonho Yang, Heonjun Yoon*, and Byeng D. Youn* Journal of Computational Design and Engineering, SCIE (IF: 6.8, Rank: 5.9%), 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: 11.5, Rank: 2.0%), Under Revision

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: 6.8, Rank: 5.9%), Accept

A Multi-Evidence-Based Open-Set Domain Generalization Method for Bearing Fault Diagnosis

Xiaojing Yin, Chuang Nie, Xiaopeng Xi*, and Byeng D. Youn* Cybernetics and Intelligence, IF: 0.0, Accept

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

Hyeongmin Kim¹, Sangwook Langenstück-Lee¹, Donghyu Lee, Florian Hüsing, Henning Janssen, Christian Brecher, and Byeng D. Youn* Measurement, SCIE (IF: 6.1, Rank: 10.4%), 2026-11, Vol. 290, pp. 122923

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: 6.0, Rank: 9.5%), 2026-10, Vol. 164, pp. 103840

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: 9.0, Rank: 3.1%), 2026-09, Vol. 179, pp. 115273

Time-Domain Signal Denoising and Expert Decision-Support Visualization with AttenTDNet for High-Voltage Power-Cable Joint-Box Monitoring

Jingyo Jeong, Jeong H. Choi, Wongon Kim*, and Byeng D. Youn * Electrical Engineering, SCIE (IF: 2.7, Rank: 50.3%), 2026-08, Vol. 108, pp. 364

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: 7.6, Rank: 1.8%), 2026-08, Vol. 458, pp. 119041

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: 6.8, Rank: 5.9%), 2026-07, Vol. 13, No. 7, pp. 20-34

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: 0.0), 2026-07, Vol. 2, pp.022001

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: 6.6, Rank: 9.0%), 2026-05, Vol. 13, No. 3, pp. 875-892