Hwan In Oh and Joon Ha Jung, "A Generalized Zero-Shot Learning Framework for Bearing Compound Fault Diagnosis Using a Class-Aware VAE-Based Semantic Vector Extractor," Mechanical Systems and Signal Processing, 2026-07
Yong Hun Park, Joon Ha Jung, Sang Chul Park, Jung Hwan Kim, Chang Hwoi Kim, "A robust lifetime prediction method for photocouplers considering bias-deviation point for accelerated lifetime testing data," Nuclear Engineering and Technology, 2026-07
Hwan In Oh, Kyung Ho Sun, Joon Ha Jung, "Elbow point-based adaptive signal segmentation (EPASS) for aerial ropeway transportation systems," Engineering Research Express, 2026-02
Jung Hwan Kim*, Chang Hwoi Kim, Duckhyun Kim, Dongseong Shin, Inseok Jang, Joon Ha Jung, Sangchul Park "Hybrid Statistical–AI approach for RUL prediction of reactor protection system components," Nuclear Engineering and Technology, 2026-02
Juhyun Kim, Yong Chae Kim, Jonghwa Baek, Jinwook Lee, Joon Ha Jung, Byeng D. Youn, "ARDiff: An adaptive reverse-step diffusion framework for unsupervised vibration signal denoising with frequency attention," Mechanical Systems and Signal Processing, 2026-01
Yong Chae Kim, Bongmo Kim, MinJung Kim, Sang Kyung Lee, Joon Ha Jung, Byeng D. Youn, "Physics-guided Deep Ensemble Learning for the Remaining Useful Life Prediction of Machine Tools using Kernel Density Estimation,"International Journal of Precision Engineering and Manufacturing-Green Technology, 2025-12
Taehun Kim, Jin Uk Ko, Jinwook Lee, Yong Chae Kim, Joon Ha Jung*, and Byeng D. Youn*, "Spectrum-guided GAN with Density-Directionality Sampling: Diverse High-fidelity Signal Generation for Fault Diagnosis of Rotating Machinery," Advanced Engineering Informatics, 2024-10
Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim, Joon Ha Jung*, and Byeng D. Youn*, "Latent space alignment based domain adaptation (LSADA) for fault diagnosis of rotating machinery," Adanced Engineering Informatics, 2024-10
Yong Chae Kim, Jinwook Lee, Taehun Kim, Jonghwa Baek, Jin Uk Ko, Joon Ha Jung*, and Byeng D. Youn*, "Gradient Alignment based Partial Domain Adaptation (GAPDA) using a Domain Knowledge Filter for Fault Diagnosis of Bearing," Reliability Engineering and System Safety, 2024-10
Seungjin Yoo*, Joon Ha Jung*, Jai-Kyung Lee, Sang Woo Shin and Dal Sik Jang, "Fault-Diagnosis Algorithm-Embedded Controller Design for Hydraulic Solenoid Valves in Industrial Applications," International Journal of Precision Engineering and Manufacturing, 2024-08
Jinwook Lee, Jin Uk Ko, Taehun Kim, Yong Chae Kim, Joon Ha Jung*, and Byeng D. Youn*, "Domain Adaptation with Label-Aligned Sampling (DALAS) for Cross-Domain Fault Diagnosis of Rotating Machinery under Class Imbalance," Expert Systems with Applications, 2024-06
Joon Ha Jung1, Byungock Kim1, Woong Jae Na, and Yun-ho Shin, "Development of a High-Precision Balancing Machine Algorithm Considering Dynamic Reliability through Adaptive DBSCAN," Structural Control & Health Monitoring, 2024-01
Seungjin Yoo*, Joon Ha Jung, Jai-Kyung Lee, Sang Woo Shin, and Dal Sik Jang, "A Convolutional Autoencoder Based Fault Diagnosis Method for a Hydraulic Solenoid Valve Considering Unknown Faults," Sensors, 2023-08
Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn*, "Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery," Reliability Engineering & System Safety, 2022-02
Myungyon Kim, Jin Uk Ko, Jinwook Lee, Byeng D. Youn*, Joon Ha Jung, and Kyung Ho Sun, "A Domain Adaptation with Semantic Clustering (DASC) Method for Fault Diagnosis of Rotating Machinery," ISA Transactions, 2022-01
Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn*, and Kyung Ho Sun, "Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis," Computers in Industry, 2021-12
Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn*, "Multi-Task Learning of Classification and Denoising (MLCD) for Noise-Robust Rotor System Diagnosis," Computers in Industry, 2021-02
Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Jinwook Lee, and Byeng D. Youn*, "Direct Connection Based Convolutional Neural Network (DC-CNN) for Fault Diagnosis of Rotor Systems," IEEE Access, 2020-09
Hyeon Bae Kong, Soo-Ho Jo*, Joon Ha Jung, Jong M. Ha, Yong Chang Shin, Heonjun Yoon, Kyung Ho Sun, Yun-Ho Seo, and Byung Chul Jeon, "A Hybrid Approach of Data-Driven and Physics-Based Methods for Estimation and Prediction of Fatigue Crack Growth," International Journal of Prognostics and Health Management, 2020-07
Byung Chul Jeon1, Joon Ha Jung1, Myungyon Kim, Kyung Ho Sun, and Byeng D. Youn*, "Optimal Vibration Image Size Determination for Convolutional Neural Network Based Fluid-Film Rotor-Bearing System Diagnosis," Journal of Mechanical Science and Technology, 2020-04
Hyunseok Oh, Hwanoh Choi, Joon Ha Jung, and Byeng D. Youn*, "A Robust and Convex Metric for Unconstraint Optimization in Statistical Model Calibration – Probability Residual (PR)," Structural and Multidisciplinary Optimization, 2019-09
Moussa Hamadache1, Joon Ha Jung1, Jungho Park, and Byeng D. Youn*, "A Comprehensive Review of Artificial Intelligence-Based Approaches to Rolling Element Bearing PHM: Shallow & Deep Learning," JMST Advances, 2019-06
Hyunseok Oh1, Joon Ha Jung1, Byung Chul Jeon, and Byeng D. Youn*, "Scalable and Unsupervised Feature Engineering Using Vibration-Imaging and Deep Learning for Rotor System Diagnosis," IEEE Transactions on Industrial Electronics, 2018-04
Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn*, Myungyon Kim, Donghwan Kim, and Yeonwhan Kim, "Omnidirectional Regeneration (ODR) of Proximity Sensor Signals for Robust Diagnosis of Journal Bearing Systems," Mechanical Systems and Signal Processing, 2017-06
Byung Chul Jeon, Joon Ha Jung, Byeng D. Youn*, Yeon-Whan Kim, and Yong-Chae Bae, "Datum Unit Optimization for Robustness of a Journal Bearing Diagnosis System," International Journal of Precision Engineering and Manufacturing, 2015-10
Dong Hwan Kim, Yeonwhan Kim, Doo Young Lee, Byeng D. Youn, Joon Ha Jung, and Myungyon Kim, "Apparatus and Method for Evaluating Fault Risk Index of a Rotator ", Patent Registration, Republic of Korea, 10-2365772, 2022-02-16
Byeng D. Youn, Soo-Ho Jo, Hyeon Bae Kong, Joon Ha Jung, Jong M. Ha, Heonjun Yoon, and Yong Chang Shin, "Hybrid Fatigue Crack Growth Prediction Method ", Patent Registration, Republic of Korea, 10-2296871, 2021-08-26
Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, "Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, United States of America, 10520354, 2019-12-31
Yeonhwan Kim, Donghwan Kim, Dooyoung Lee, Bumsoo Kim, Jinpyo Hong, Joon Ha Jung, and Byung Chul Jeon, “Automatic Diagnosis System and Automatic Diagnosis Method,” Patent Registration, Republic of Korea, 10-1903283, 2018-09-01.
Yeonhwan Kim, Donghwan Kim, Dooyoung Lee, Bumsoo Kim, Jinpyo Hong, Joon Ha Jung, and Byung Chul Jeon, “Automatic Diagnosis System and Automatic Diagnosis Method,” Patent Registration, Republic of Korea, 10-1903283, 2018-09-01.
Byeng D. Youn, Byung Cheol Jeon, and Joon Ha Jung, " Apparatus and Method for Diagnosing Rotor Shaft ", Patent Registration, Republic of Korea, 10-1748559, 2017-06-13
