International Publications
Embedded Files
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Journal Articles
Uncertainty-aware and Mechanistically-regularized Spiking Neural Networks for On-board Motor Degradation Estimation in Steer-by-Wire Systems
Gyuwon Kim+, Kyuwon Lee+, Jongick Won, Hoonhyung Chung, Seungjoon Bang, Sooyoung Lee*
Under review
Neural Fault Observer-based On-board Prognostics for Automotive Electric Power Steering Systems
Gyuwon Kim+*, Jongick Won+, Sangjin Ko, Jinhwan Lee
Robust Mass Estimation for Enhanced Braking Distance Calculation in Electric Vehicles with Autonomous Emergency Braking Systems
Sangjin Ko, Hee-Beom Lee, Gyuwon Kim, Seung-Yong Lee, Gi-Woo Kim*
High Throughput Screening of Mesenchymal Stem Cell Lines using Deep Learning
Gyuwon Kim+, Jung Ho Jeon+, Keonhyeok Park, Sung Won Kim, Do Hyun Kim*, Seungchul Lee*
Deep Learning Acceleration of Multiscale Superresolution Localization Photoacoustic Imaging
Gyuwon Kim+, Jongbeom Kim+, Lei Li+, Pengfei Zhang, Jin Young Kim, Yeonggeun Kim, Hyung Ham Kim, Lihong V. Wang*, Seungchul Lee*, Chulhong Kim*
Light: Science & Applications, 2022
Outstanding Paper Award
Featured in Physics World
Integrated Deep Learning Framework for Accelerated Optical Coherence Tomography Angiography
Gyuwon Kim+, Jongbeom Kim+, Woo June Choi*, Chulhong Kim*, Seungchul Lee*
Bi-modal Transfer Learning for Classifying Breast Cancers via Combined B-mode and Ultrasound Strain Imaging
Sampa Misra, Seungwan Jeon, Ravi Managuli, Seiyon Lee, Gyuwon Kim, Chiho Yoon, Seungchul Lee, Richard Barr*, Chulhong Kim*
IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 2022
Deep Learning-based Discriminative Refocusing of Scanning Electron Microscopy Images for Materials Science
Juwon Na, Gyuwon Kim, Seong-Hoon Kang, Se-Jong Kim*, Seungchul Lee*
Super-resolving Material Microstructure Image via Deep Learning for Microstructure Characterization and Mechanical Behavior Analysis
Jaimyun Jung+, Juwon Na+, Hyung Keun Park, Jeong Min Park, Gyuwon Kim, Seungchul Lee*, Hyoung Seop Kim*
npj Computational Materials, 2021
Deep Learning-based Estimation of the Unknown Road Profile and State Variables for the Vehicle Suspension System
Gyuwon Kim, Soo Young Lee, Jong-Seok Oh, Seungchul Lee*
Recent Advances in the Application of Artificial Intelligence in Otorhinolaryngology-Head and Neck Surgery
Bayu Adhi Tama+, Do Hyun Kim+, Gyuwon Kim, Soo Whan Kim*, Seungchul Lee*
Clinical and Experimental Otorhinolaryngology, 2020
Conference Proceedings
Deep Learning-based Motor Prognostics for Electric Power Steering Systems
Gyuwon Kim, Jongick Won, Doheon Lee
INTER-NOISE and NOISE-CON Congress and Conference Proceedings, 2023
Deep Learning Enables Accelerated Optical Coherence Tomography Angiography
Gyuwon Kim, Jongbeom Kim, Woo June Choi, Chulhong Kim, Seungchul Lee
High-Speed Biomedical Imaging and Spectroscopy VII, 2022
Generative Adversarial Neural Network for Semi-supervised Planetary Gearbox Fault Diagnosis
Gyuwon Kim, Jeongsan Kim, Seungchul Lee
INTER-NOISE and NOISE-CON Congress and Conference Proceedings, 2021
Attention-based LSTM Network for Unknown Road Input Estimation and Sensor Selection for Applications in Vehicle Suspension Control
Gyuwon Kim, Seungchul Lee
INTER-NOISE and NOISE-CON Congress and Conference Proceedings, 2020
Patents
Device and Method for Detecting Abnormality of Wheel Actuating Motor, and Computer-Readable Storage Medium Storing Program for Performing the Method
Gyuwon Kim, Jongick Won
US20250100614A1/DE102024127238A1/CN119682835A
Device and Method for Detecting Abnormality of a Steering Motor, and Computer-Readable Storage Medium Storing Program for Performing the Method
Gyuwon Kim, Jongick Won
US20250104490A1/DE102024209046A1/CN119682834A
Device and Method for Detecting Abnormality of Brake Motor, and Non-Transitory Computer-Readable Storage Medium Storing Program for Performing the Method
Jongick Won, Gyuwon Kim
US20250074385A1/DE102024208413A1/CN119568107A
Device and Method for Detecting Abnormality of Motor for Generating Hydraulic Pressure, and Non-Transitory Computer-Readable Storage Medium Storing Program for Performing the Method
Jongick Won, Gyuwon Kim
US20250074376A1/DE102024125262A1/CN119568106A
Device and Method for Detecting Abnormality of Rear Wheel Steering Motor, and Non-Transitory Computer-Readable Storage Medium Storing Program for Performing the Method
Gyuwon Kim
US20250058827A1/DE102024207756A1/CN119492994A
Device and Method for Detecting Abnormality of Motor of Column Electric Power Steering (EPS), and Computer-Readable Storage Medium Storing Program for Performing The Method
Gyuwon Kim, Jongick Won
US20250058823A1/DE102024207669A1/CN119492993A
Device and Method for Detecting Abnormality of Solenoid Valve of Electronically Controlled Suspension (ECS) System, and Computer-Readable Storage Medium Storing Program for Performing the Method
Gyuwon Kim
US20250042214A1/DE102024207194A1/CN119428047A
Device and Method for Detecting Anomalies of an Engine, and Computer-readable Storage Medium Storing a Program for Implementing the Method
Doheon Lee, Gyuwon Kim, Jongick Won
DE102024202069A1/CN119471354A/KR20250023119A
Predictive Maintenance Method for Industrial Equipment based on Maintenance Prediction Model Explainable in Time-frequency Domain and Apparatus for Performing the Method
Gyuwon Kim, Doheon Lee
US20250036118A1/CN119312036A/KR20250010824A
Method for Predicting Remaining Life of Industrial Facility using Generative Adversarial Network, and Apparatus Thereof
Doheon Lee, Gyuwon Kim
US20240354587A1/KR20240154282A
Cell Selection Apparatus and Method
Do Hyun Kim, Sung Won Kim, Seung Ki Kwok, Jeong Ho Chun, Jae Seon Lee, Seungchul Lee, Gyu Won Kim
Honors and Awards
R&D Best Paper Award
HL Group, 2024
Outstanding Paper Award
Light: Science & Applications, 2024
Best Thesis Award
Korean Society of Mechanical Engineers (KSME), 2022
Best Paper Award
Korean Society of Medical & Biological Engineering (KOSOMBE), 2021
Best Paper Award
Bio Engineering Division of the Korean Society of Mechanical Engineers (KSME), 2021
Dean’s List
Inha University College of Engineering, 2018
Grand Prize
Ministry of Science and ICT, 2018
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