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2020 – today
- 2024
[j11]Taehun Kim, Jin Uk Ko, Jinwook Lee, Yong Chae Kim, Joon Ha Jung, Byeng D. Youn:
Spectrum-guided GAN with density-directionality sampling: Diverse high-fidelity signal generation for fault diagnosis of rotating machinery. Adv. Eng. Informatics 62: 102821 (2024)- [j10]Yong Chae Kim, Jin Uk Ko, Jinwook Lee, Taehun Kim, Joon Ha Jung, Byeng D. Youn:
Latent space alignment based domain adaptation (LSADA) for fault diagnosis of rotating machinery. Adv. Eng. Informatics 62: 102862 (2024) - [j9]Jinwook Lee, Jin Uk Ko, Taehun Kim, Yong Chae Kim
, Joon Ha Jung, Byeng D. Youn:
Domain adaptation with label-aligned sampling (DALAS) for cross-domain fault diagnosis of rotating machinery under class imbalance. Expert Syst. Appl. 243: 122910 (2024) - [j8]Yong Chae Kim, Jinwook Lee, Taehun Kim, Jonghwa Baek, Jin Uk Ko, Joon Ha Jung, Byeng D. Youn:
Gradient Alignment based Partial Domain Adaptation (GAPDA) using a domain knowledge filter for fault diagnosis of bearing. Reliab. Eng. Syst. Saf. 250: 110293 (2024) - 2023
- [j7]Seungjin Yoo, Joon Ha Jung, Jai-Kyung Lee, Sang Woo Shin, Dal Sik Jang:
A Convolutional Autoencoder Based Fault Diagnosis Method for a Hydraulic Solenoid Valve Considering Unknown Faults. Sensors 23(16): 7249 (2023) - 2022
- [j6]Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, Byeng D. Youn:
Asymmetric inter-intra domain alignments (AIIDA) method for intelligent fault diagnosis of rotating machinery. Reliab. Eng. Syst. Saf. 218(Part): 108186 (2022) - 2021
- [j5]Jin Uk Ko, Joon Ha Jung, Myungyon Kim, Hyeon Bae Kong, Jinwook Lee, Byeng D. Youn:
Multi-task learning of classification and denoising (MLCD) for noise-robust rotor system diagnosis. Comput. Ind. 125: 103385 (2021) - [j4]Joon Ha Jung, Myungyon Kim, Jin Uk Ko, Hyeon Bae Kong, Byeng D. Youn, Kyung Ho Sun:
Label-based, Mini-batch Combinations Study for Convolutional Neural Network Based Fluid-film Bearing Rotor System Diagnosis. Comput. Ind. 133: 103546 (2021) - 2020
- [j3]Kyung Ho Sun, Hyunsuk Huh, Bayu Adhi Tama, Soo Young Lee, Joon Ha Jung, Seungchul Lee:
Vision-Based Fault Diagnostics Using Explainable Deep Learning With Class Activation Maps. IEEE Access 8: 129169-129179 (2020) - [j2]Myungyon Kim, Joon Ha Jung, Jin Uk Ko, Hyeon Bae Kong, Jinwook Lee, Byeng Dong Youn:
Direct Connection-Based Convolutional Neural Network (DC-CNN) for Fault Diagnosis of Rotor Systems. IEEE Access 8: 172043-172056 (2020)
2010 – 2019
- 2018
- [j1]Hyunseok Oh, Joon Ha Jung, Byung Chul Jeon, Byeng D. Youn:
Scalable and Unsupervised Feature Engineering Using Vibration-Imaging and Deep Learning for Rotor System Diagnosis. IEEE Trans. Ind. Electron. 65(4): 3539-3549 (2018)
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