Publications
Embedded Files
† Equally contributed
* Corresponding author
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†, Hoonhyung Chung, Jongick Won, 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
Honors and Awards
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
Grand Prize
Ministry of Science and ICT, 2018
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