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 (Accepted)
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
