+ Equally contributed

* Corresponding author

Journal Articles

1. Gyuwon Kim+, Kyuwon Lee+, Jongick Won, Hoonhyung Chung, Seungjoon Bang, and Sooyoung Lee*, “Uncertainty-aware Physics-informed Neural Network for Motor Degradation Estimation in Automotive Steer-by-Wire Systems”, In preparation

2. Gyuwon Kim+*, Jongick Won+, Sangjin Ko, and Jinhwan Lee, “Neural Fault Observer-based On-board Prognostics for Automotive Electric Power Steering Systems”, IEEE Access, 2025

3. Sangjin Ko, Hee-Beom Lee, Gyuwon Kim, Seung-Yong Lee, and Gi-Woo Kim*, “Robust Mass Estimation for Enhanced Braking Distance Calculation in Electric Vehicles with Autonomous Emergency Braking Systems”, IEEE Access, 2024

4. Gyuwon Kim+, Jung Ho Jeon+, Keonhyeok Park, Sung Won Kim, Do Hyun Kim*, and Seungchul Lee*, “High Throughput Screening of Mesenchymal Stem Cell Lines using Deep Learning”, Scientific Reports, 2022

5. Gyuwon Kim+, Jongbeom Kim+, Lei Li+, Pengfei Zhang, Jin Young Kim, Yeonggeun Kim, Hyung Ham Kim, Lihong V. Wang*, Seungchul Lee*, and Chulhong Kim*, “Deep Learning Acceleration of Multiscale Superresolution Localization Photoacoustic Imaging”, Light: Science & Applications, 2022

   • Awarded Highly Cited & Outstanding Paper Award

   • Featured in the Physics World magazine

6. Gyuwon Kim+, Jongbeom Kim+, Woo June Choi*, Chulhong Kim*, and Seungchul Lee*, “Integrated Deep Learning Framework for Accelerated Optical Coherence Tomography Angiography”, Scientific Reports, 2022

7. Sampa Misra, Seungwan Jeon, Ravi Managuli, Seiyon Lee, Gyuwon Kim, Chiho Yoon, Seungchul Lee, Richard Barr*, and Chulhong Kim*, “Bi-modal Transfer Learning for Classifying Breast Cancers via Combined B-mode and Ultrasound Strain Imaging”, IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 2022

   • Front cover article

8. Juwon Na, Gyuwon Kim, Seong-Hoon Kang, Se-Jong Kim*, and Seungchul Lee*, “Deep Learning-based Discriminative Refocusing of Scanning Electron Microscopy Images for Materials Science”, Acta Materialia, 2021

9. Jaimyun Jung+, Juwon Na+, Hyung Keun Park, Jeong Min Park, Gyuwon Kim, Seungchul Lee*, and Hyoung Seop Kim*, “Super-resolving Material Microstructure Image via Deep Learning for Microstructure Characterization and Mechanical Behavior Analysis”, npj Computational Materials, 2021

10. Gyuwon Kim, Soo Young Lee, Jong-Seok Oh, and Seungchul Lee*, “Deep Learning-based Estimation of the Unknown Road Profile and State Variables for the Vehicle Suspension System”, IEEE Access, 2021

11. Bayu Adhi Tama+, Do Hyun Kim+, Gyuwon Kim, Soo Whan Kim*, and Seungchul Lee*, “Recent Advances in the Application of Artificial Intelligence in Otorhinolaryngology-Head and Neck Surgery”, Clinical and Experimental Otorhinolaryngology, 2020

Conference Proceedings

1. Gyuwon Kim, Jongick Won, and Doheon Lee, “Deep Learning-based Motor Prognostics for Electric Power Steering Systems”, INTER-NOISE and NOISE-CON Congress and Conference Proceedings, 2023

2. Gyuwon Kim, Jongbeom Kim, Woo June Choi, Chulhong Kim, and Seungchul Lee, “Deep Learning Enables Accelerated Optical Coherence Tomography Angiography”, High-Speed Biomedical Imaging and Spectroscopy VII, 2022

3. Gyuwon Kim, Jeongsan Kim, and Seungchul Lee, “Generative Adversarial Neural Network for Semi-supervised Planetary Gearbox Fault Diagnosis”, INTER-NOISE and NOISE-CON Congress and Conference Proceedings, 2021

4. Gyuwon Kim and Seungchul Lee, “Attention-based LSTM Network for Unknown Road Input Estimation and Sensor Selection for Applications in Vehicle Suspension Control”, INTER-NOISE and NOISE-CON Congress and Conference Proceedings, 2020

1. Gyuwon Kim, “Apparatus and Method for Estimating Mass of Vehicle”, KR1020240182107

2. Gyuwon Kim and Jongick Won, “Device and Method for Detecting Abnormality of Wheel Actuating Motor, and Computer-readable Storage Medium Storing Program for Performing the Method”, US18893782/DE1020241272384/CN202411276049/KR1020240060708

3. Gyuwon Kim and Jongick Won, “Device and Method for Detecting Abnormality of a Steering Motor, and Computer-readable Storage Medium Storing Program for Performing the Method”, US18893770/DE1020242090468/CN2024112760470/KR1020240060707

4. Jongick Won and Gyuwon Kim, “Device and Method for Detecting Abnormality of Brake Motor, and Non-transitory Computer-readable Storage Medium Storing Program for Performing the Method”, US18826110/DE1020242084131/CN2024112073859/KR1020240060706

5. Jongick Won and Gyuwon Kim, “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”, US18826099/DE1020241252626/CN2024112073844/KR1020240060705

6. Gyuwon Kim, “Device and Method for Detecting Abnormality of Rear Wheel Steering Motor, and Non-transitory Computer-readable Storage Medium Storing Program for Performing the Method”, US18804826/CN2024110865834/KR1020240089573

7. Jongick Won and Gyuwon Kim, “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”, US18803710/DE1020242076694/CN202411086582/KR1020240021747

8. Gyuwon Kim, “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”, US18789678/DE1020242071943/CN2024110205355/KR1020240021746

9. Gyuwon Kim, “Method and Apparatus for Estimating Mass of Vehicle”, KR1020240076227

10. Gyuwon Kim, “Apparatus and Method for Forward Collision Avoidance of Host Vehicle”, KR1020240061249

11. Gyuwon Kim, Jongick Won, and Doheon Lee, “Device and Method for Detecting Abnormality of Motor, and Computer-readable Storage Medium Storing Program for Performing the Method”, US18637411/DE1020242020699/CN2024105132142/KR1020230104199

12. Gyuwon Kim and Doheon Lee, “Predictive Maintenance Method for Industrial Equipment based on Maintenance Prediction Model Explainable in Time-frequency Domain and Apparatus for Performing the Method”, US18385095/CN2023112132369/KR1020230090894

13. Doheon Lee and Gyuwon Kim, “Method for Predicting Remaining Life of Industrial Facility using Generative Adversarial Network, and Apparatus Thereof”, US20240354587A1/KR20240154282A

14. Do Hyun Kim, Sung Won Kim, Seung Ki Kwok, Jeong Ho Chun, Jae Seon Lee, Seungchul Lee, and Gyu Won Kim, “Cell Selection Apparatus and Method”, US20230334882A1/WO2022131607A1/KR102439441B1

1. Grand Prize

HL Global R&D Conference (HL Group), 2024

2. Highly Cited & Outstanding Paper Award

Light: Science & Applications (Springer Nature), 2024

3. Outstanding Researcher Award

HL Mando Corporation, 2023

4. Best Thesis Award

Korean Society of Mechanical Engineers (KSME), 2022

5. Best Paper Award

Korean Society of Medical & Biological Engineering (KOSOMBE), 2021

6. Best Paper Award

Bio Engineering Division of the Korean Society of Mechanical Engineers (KSME), 2021

7. Dean's List

Inha University College of Engineering, 2018

8. Grand Prize

X-Corps Festival (Minister of Science and ICT of the Republic of Korea), 2018

9. Excellence Prize

INHA Group for Problem Solving (iGPS) Competition, 2017