A New Auto-encoder-based Dynamic Threshold to Reduce False Alarm Rates for Anomaly Detection of Steam Turbines

Jin Uk Ko, Kyumin Na, Joon-Seok Oh, Jaedong Kim, and Byeng D. Youn* Expert Systems with Applications, 2022-03, SCIE (IF: 7.5, Rank: 6.1%) , Vol. 189, pp. 116094

Learning from Even a Weak Teacher: Bridging Rule-based Duval Method and a Deep Neural Network for Power Transformer Fault Diagnosis

Sunuwe Kim, Jongmin Park, Wongon Kim, Soo-Ho Jo*, and Byeng D. Youn* International Journal of Electrical Power and Energy Systems, 2022-03, SCIE (IF: 5.0, Rank: 20.9%) , Vol. 136, pp. 107619

Fault Diagnosis of a Planetary Gearbox by D Norm-based Time Synchronous Averaging(DTSA) with Roughly Estimated Phase Information under an Encoder-less Operating Condition

Jong M. Ha and Byeng D. Youn* Journal of Sound and Vibration, 2022-03, SCIE (IF: 4.9, Rank: 8.5%) , Vol. 520, pp. 116546

A Health-adaptive Time-Scale Representation (HTSR) Embedded Convolutional Neural Network for Gearbox Fault Diagnostics

Yunhan Kim, Kyumin Na, and Byeng D. Youn* Mechanical Systems and Signal Processing, 2022-03, SCIE (IF: 8.9, Rank: 3.0%) , Vol. 167, pp. 108575

An Image-based Feature Extraction Method for Fault Diagnosis of Variable-speed Rotating Machinery

Jungho Park, Yunhan Kim, Kyumin Na, Byeng D. Youn*, Yuejian Chen, Ming J. Zuo*, and Yong-Chae Bae Mechanical Systems and Signal Processing, 2022-03, SCIE (IF: 8.9, Rank: 3.0%) , Vol. 167, pp. 108524

Optimal Sensor Placement Considering Both Sensor Fault under Uncertainty and Sensor Clustering for Vibration-Based Damage Detection

Haichao An, Byeng D. Youn*, and Heung Soo Kim* Structural and Multidisciplinary Optimization, 2022-03, SCIE (IF: 4.0, Rank: 16.9%) , Vol. 65, pp. 102

Revealing Defect-mode-enabled Energy Localization Mechanisms of a One-dimensional Phononic Crystal

Soo-Ho Jo, Heonjun Yoon*, Yong Chang Shin, and Byeng D. Youn* International Journal of Mechanical Sciences, 2022-02, SCIE (IF: 9.4, Rank: 2.5%) , Vol. 215, pp. 106950

Asymmetric Inter-Intra Domain Alignments (AIIDA) Method for Intelligent Fault Diagnosis of Rotating Machinery

Jinwook Lee, Myungyon Kim, Jin Uk Ko, Joon Ha Jung, Kyung Ho Sun, and Byeng D. Youn* Reliability Engineering & System Safety, 2022-02, SCIE (IF: 11.0, Rank: 1.4%) , Vol. 218, pp. 108186

A Comparative Study of Statistical Validation Metrics with Consideration of Variance to Address Type II Errors in Statistical Model Validation

Hyejeong Son, Hyunhee Choi, Wongon Kim, Byeng D. Youn*, and Guesuk Lee* Structural and Multidisciplinary Optimization, 2022-02, SCIE (IF: 4.0, Rank: 16.9%) , Vol. 65, pp. 63

A Methodology for Sensor Number and Placement Optimization for Vibration-Based Damage Detection of Composite Structures under Model Uncertainty

Haichao An, Byeng D. Youn*, and Heung Soo Kim* Composite Structures, 2022-01, SCIE (IF: 7.1, Rank: 4.4%) , Vol. 279, pp. 114863

A Domain Adaptation with Semantic Clustering (DASC) Method for Fault Diagnosis of Rotating Machinery

Myungyon Kim, Jin Uk Ko, Jinwook Lee, Byeng D. Youn*, Joon Ha Jung, and Kyung Ho Sun ISA Transactions, 2022-01, SCIE (IF: 6.5, Rank: 5.4%) , Vol. 120, pp. 372-382