"Reinforcement Learning-based Optimal Parameter Estimation of Ultra Precision Machine"

Hyeongmin Kim, Maximilian Kosel, and Byeng D. Youn Conference : International Conference on Energy, Aquatech and Sustainability 2022 2022-08-04

"Stochastic Physics-based Model Updating Using Lamb Waves for Fatigue Crack Detection in Riveted Lap Joints"

Wongon Kim and Byeng D. Youn Conference : International Conference on Precision Engineering and Sustainable Manufacturing 2022 2022-07-21

"A Data-driven Molding Process Optimization Considering Important Features Related to Molding Quality and Efficiency"

Minseok Chae, Wongon Kim, and Byeng D. Youn Conference : Asian Congress of Structural and Multidisciplinary Optimization 2022 2022-05-24

"A Methodology of Optimal Sensor Placement for Structural Health Monitoring Considering Information Redundancy, Model Uncertainty and Measurement Noise"

Haichao An, Byeng D. Youn, and Heung Soo Kim Conference : Asian Congress of Structural and Multidisciplinary Optimization 2022 2022-05-24

"A Statistical Approach for Estimating Component Lifetime Based on Accelerated Life Testing Data"

In Chan Lee, Su J. Kim, Yunhan Kim, Joo Hyeon Im, Minseok Chae, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-10

"Fault Detection Method for Industrial Robots using Control Data based on Residual Analysis under Various Speed and Motion Profiles"

Jongmin Park, Dowan Kim, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-10

"Fault Detection of Gearbox in an Industrial Robot under Various Motion Profile using Noise-to-Signal Ratio of Single-Phase Motor Current Signal"

Dowan Kim, Jongmin Park, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-10

"Fault Detection Strategy of Industrial Robot using Current Signal Time-frequency Analysis"

Taewan Hwang, Yohan Joo, Jinshi Cui, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-10

"A Novel Health Feature for Fault Diagnosis of a Servo Motor Under Non-stationary Conditions"

Chan Hee Park, Hyeongmin Kim, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09

"A Probabilistic Threshold considering Probability Distribution of Reconstruction Error on a Latent Space for Anomaly Detection using Auto-Encoder"

Kyumin Na, Jin Uk Ko, Hyeongmin Kim, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09

"Anomaly Detection of Multichannel Complex Industrial Systems using Physically Grouped"

Hyeongmin Kim, Chan Hee Park, Chaehyun Suh, Minseok Chae, Heonjun Yoon, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09

"Data Augmentation Using Statistical Model Calibration for Power Plant Prognostics and Health Management"

Hyunhee Choi, Hyejeong Son, Salman Khalid, Heung Soo Kim, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09

"Data Challenge: Deep Learning Based Fault Diagnosis Data Imputation of Compressor Using Vibration on Motor and Screw"

Sooho Kim and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09

"Deep Learning-Based Data Imputation and Fault Diagnosis of Oil-Injection Screw Compressor"

Taehun Kim, Hyunhee Choi, In Chan Lee, Hyeonchan Lee, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09

"Fault Diagnosis of Planetary Gearbox using Deep Learning with Health Data Map under Varying Operating Condition"

Jong M. Ha and Byeng D. Youn Conference : Fault Diagnosis of Planetary Gearbox using Deep Learning with Health Data Map under Varying Operating Condition 2021-09-09

"Frequency Domain based Signal Separation for Spall Size Estimation of Rolling Element Bearing"

Hwayong Jeong, Su J. Kim, Heonjun Yoon, and Byeng D. Youn Conference : Asia Pacific Conference of the Prognostics and Health Management Society 2021 2021-09-09