Uncertainty Analysis of Stack Pressure in EV Battery Module System Using a Phenomenological Modeling Approach

Hyunhee Choi, Chen Jiang, Byeng D. Youn*, and Taejin Kim* Journal of Energy Storage, SCIE (IF: 9.8, Rank: 14.0%), 2023-12, Vol. 73, Part A, pp. 108948

Variable-Stiffness Composite Optimization Using Dynamic and Exponential Multi-Fidelity Surrogate Models

Haichao An, Byeng D. Youn*, and Heung Soo Kim* International Journal of Mechanical Sciences, SCIE (IF: 9.4, Rank: 2.5%), 2023-11, Vol. 257, pp. 108547

Stator Current Operation Compensation (SCOC): A Novel Preprocessing Method for Deep Learning-based Fault Diagnosis of Permanent Magnet Synchronous Motors Under Variable Operating Conditions

Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Hye Jun Oh, Heonjun Yoon*, and Byeng D. Youn* Measurement, SCIE (IF: 5.6, Rank: 10.6%), 2023-11, Vol. 221, pp. 113446

Frequency-learning Generative Network (FLGN) to Generate Vibration Signals of Variable Lengths

Jin Uk Ko, Jinwook Lee, Taehun Kim, Yong Chae Kim, and Byeng D. Youn* Expert Systems with Applications, SCIE (IF: 7.5, Rank: 6.1%), 2023-10, Vol. 227, pp. 120255

Deep-learning-based Framework for Inverse Design of a Defective Phononic Crystal for Narrowband Filtering

Donghyu Lee, Byeng D. Youn*, and Soo-Ho Jo* International Journal of Mechanical Sciences, SCIE (IF: 9.4, Rank: 2.5%), 2023-10, Vol. 255, pp. 108474

Reliability-Based Design Optimization of a Pouch Battery Module Using Gaussian Process Modeling in the Presence of Cell Swelling

Hyunhee Choi, Hyejeong Son, Yong Hwan Choi, Byeng D. Youn*, and Guesuk Lee* Structural and Multidisciplinary Optimization, SCIE (IF: 4.0, Rank: 16.9%), 2023-10, Vol. 66, pp. 227

Defect-band Splitting of a One-dimensional Phononic Crystal with Double Defects for Bending Wave Excitation

Soo-Ho Jo*, Donghyu Lee, and Byeng D. Youn Mathematics, SCIE (IF: 2.3, Rank: 4.2%), 2023-09, Vol. 11, No. 18, pp. 3852

Flexural-wave-generation Using a Phononic Crystal with a Piezoelectric Defect

Soo-Ho Jo* and Donghyu Lee Applied Mathematics and Mechanics (English Edition), SCIE (IF: 4.5, Rank: 0.8%), 2023-08, Vol. 44, No. 8, pp. 1241-1262

Multi-head De-noising Autoencoder Based Multitask (MDAM) Model for Fault Diagnosis of Rolling Element Bearings under Various Speed Conditions

Jongmin Park, Jinoh Yoo, Taehyung Kim, Jong M. Ha*, and Byeng D. Youn* Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), 2023-08, Vol 10, No. 4, pp 1804-1820

Robust Deep Learning-based Fault Detection of Planetary Gearbox Using Enhanced Health Data Map under Domain Shift Problem

Taewan Hwang, Jong M. Ha*, and Byeng D. Youn* Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), 2023-08, Vol. 10, No. 4, pp. 1677-1693

A Hybrid Approach Combining Data-Driven and Signal-Processing- Based Methods for Fault Diagnosis of a Hydraulic Rock Drill

Hye Jun Oh, Jinoh Yoo, Sang Kyung Lee, Minseok Chae, Jongmin Park, and Byeng D. Youn* International Journal of Prognostics and Health Management, IF: 1.0, Rank: 60.9%, 2023-07, Vol. 14. No. 1, pp. 1-11

Domain Adaptation based Fault Diagnosis under Variable Operating Conditions of a Rock Drill

Yong Chae Kim, Taehun Kim, Jin Uk Ko*, Jinwook Lee, and Keon Kim International Journal of Prognostics and Health Management, IF: 1.0, Rank: 60.9%, 2023-07, Vol. 14, No. 2, pp. 1-9

Editorial: Special issue on Physics-informed Machine learning Enabling Fault Feature Extraction and Robust Failure Prognosis

Chao Hu, Kai Goebel, David Howey, Zhike Peng, Dong Wang, Peng Wang, and Byeng D. Youn Mechanical Systems and Signal Processing, SCIE (IF: 8.9, Rank: 3.0%), 2023-06, Vol. 192, pp. 110219

A New Initial Point Search Algorithm for Bayesian Calibration with Insufficient Statistical Information: Greedy Stochastic Section Search

Hyeonchan Lee, Wongon Kim*, Hyejeong Son, Hyunhee Choi, Soo-Ho Jo, and Byeng D. Youn* Structural and Multidisciplinary Optimization, SCIE (IF: 4.0, Rank: 16.9%), 2023-06, Vol. 66, pp. 124

Opt-TCAE: Optimal Temporal Convolutional Auto-encoder for Boiler Tube Leakage Detection in a Thermal Power Plant Using Multi-sensor Data

Hyeongmin Kim, Jin Uk Ko, Kyumin Na, Hyeonchan Lee, Hee-soo Kim, Jong-duk Son, Heonjun Yoon*, and Byeng D. Youn* Expert Systems with Applications, SCIE (IF: 7.5, Rank: 6.1%), 2023-04, Vol. 215, pp. 119377

Deep-learning-based Fault Detection and Recipe Optimization for a Plastic Injection Molding Process under the Class Imbalance Problem

Jin Uk Ko, Jinwook Lee, Taehun Kim, Yong Chae Kim, and Byeng D. Youn* Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), 2023-04, Vol. 10, No. 2, pp. 694-710