A Health Image for Deep Learning-based Fault Diagnosis of a Permanent Magnet Synchronous Motor Under Variable Operating Conditions: Instantaneous Current Residual Map

Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon*, and Byeng D. Youn* Reliability Engineering & System Safety, SCIE (IF: 11.0, Rank: 1.4%), 2022-10, Vol. 226, pp. 108715

Estimation of Fatigue Crack Initiation and Growth in Engineering Product Development using a Digital Twin Approach

Wongon Kim, Guesuk Lee*, Hyejeong Son, Hyunhee Choi, and Byeng D. Youn* Reliability Engineering & System Safety, SCIE (IF: 11.0, Rank: 1.4%), 2022-10, Vol. 226, pp. 108721

A Deep Transferable Motion-Adaptive Fault Detection Method for Industrial Robots Using a Residual-Convolutional Neural Network

Yeongtak Oh, Yunhan Kim, Kyumin Na, and Byeng D. Youn* ISA Transactions, SCIE (IF: 6.5, Rank: 5.4%), 2022-09, Vol. 128, pp. 521-534

Prognostic Health Management of the Robotic Strain Wave Gear Reducer Based on Variable Speed of Operation: A Data-Driven via Deep Learning Approach

Izaz Raouf, Hyewon Lee, Yeong Rim Noh, Byeng D. Youn, and Heung Soo Kim* Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), 2022-09, Vol. 9, No. 5, pp. 1775-1788

Effective Band-selection Algorithm for Rolling Element Bearing Diagnosis Using AE Sensor Data under Noisy Conditions

Su J. Kim, Sungjong Kim, Seungyun Lee, Byeng D. Youn*, and Taejin Kim* Structural and Multidisciplinary Optimization, SCIE (IF: 4.0, Rank: 16.9%), 2022-09, Vol. 65, pp. 275

Enhanced Ultrasonic Wave Generation Using Energy-localized Behaviors of Phononic Crystals

Soo-Ho Jo* and Byeng D. Youn* International Journal of Mechanical Sciences, SCIE (IF: 9.4, Rank: 2.5%), 2022-08, Vol. 228, pp. 107483

Machining Quality Monitoring (MQM) in Laser-Assisted Micro-Milling of Glass Using Cutting Force Signals: An Image-Based Deep Transfer Learning

Yunhan Kim¹, Taekyum Kim¹, Byeng D. Youn*, and Sung-Hoon Ahn* Journal of Intelligent Manufacturing, SCIE (IF: 7.4, Rank: 13.4%), 2022-08, Vol. 33, No. 6, pp. 1813–1828

Designing a Phononic Crystal with a Defect for Target Frequency Matching Using an Analytical Approach

Soo-Ho Jo and Byeng D. Youn* Mechanics of Advanced Materials and Structures, SCIE (IF: 3.6, Rank: 17.1%), 2022-07, Vol. 29, No. 17, pp. 2454-2467

L-shape Triple Defects in a Phononic Crystal for Broadband Piezoelectric Energy Harvesting

Soo-Ho Jo¹, Heonjun Yoon¹, Yong Chang Shin, Wonjae Choi, Byeng D.Youn*, and Miso Kim* Nano Convergence, SCIE (IF: 11.0, Rank: 8.8%), 2022-06, Vol. 9, pp. 29

Effect of Four Groups of GO-CF/EP Composites with Ideal Infiltration Structure and Different Layering Ways on Damping Properties

Feichao Cai, Soo-Ho Jo, Yuqin Ma*, Haiyin Guo, Yi Xu , Wei Xu, and Fei Li Polymers, SCIE (IF: 4.9, Rank: 19.7%), 2022-06, Vol. 14, No. 12, pp. 2358

Design Principle for Effective Mechanical Boundary Using a Resonance Band Gap under Elastic Waves

Yong Chang Shin, Soo-Ho Jo, Heonjun Yoon*, and Byeng D. Youn* Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), 2022-04, Vol. 9, No. 2, pp. 772-782

Motor-current-based Electromagnetic Interference De-noising Method for Rolling Element Bearing Diagnosis Using Acoustic Emission Sensor

Su J. Kim, Keunsu Kim, Taewan Hwang, Jongmin Park, Hwayong Jeong, Taejin Kim*, and Byeng D. Youn* Measurement, SCIE (IF: 5.6, Rank: 10.6%), 2022-04, Vol. 193, pp. 110912

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, SCIE (IF: 7.5, Rank: 6.1%), 2022-03, 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, SCIE (IF: 5.0, Rank: 20.9%), 2022-03, 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, SCIE (IF: 4.9, Rank: 8.5%), 2022-03, 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, SCIE (IF: 8.9, Rank: 3.0%), 2022-03, Vol. 167, pp. 108575