† Equally contributed
* Corresponding author
Molecular Dynamics Simulation-in-the-Loop Active Learning Strategy for Recovery-enhanced Kirigami Pattern Design in Wearable Human-Machine Interfaces
Woojin Shin†, Gyuwon Kim†, Seunghyeb Ban†, Sangho Yum, Youngjin Kwon, Yunuo Huang, Seong Jin Cho, Kyoungmin Min*, Woon-Hong Yeo*
In preparation, 2026
Soft Wearable Bioelectronics Platform Integrated with Physiologically Prompted Agentic AI for Continuous Cardio-Renal Stress Assessment in Athletes
Gyuwon Kim†, Youngjin Kwon†, Tae Woog Kang, Haran Lee, Hoon Yi, Leah Vazquez, Roxana C. Chicas, Vicki Hertzberg, Tania Titu, Yunuo Huang, Seong Jin Cho, Woon-Hong Yeo*
In preparation, 2026
Advances in Bio-integrated Edge Computing Systems for Smart and Connected Health
Gyuwon Kim†, Seungwon Yoo†, Tae Woog Kang†, Yunuo Huang, Woon-Hong Yeo*
Under review for Advanced Materials (Invited), 2026
Uncertainty-aware and Mechanistically-regularized Spiking Neural Network for On-board Motor Degradation Estimation in Steer-by-Wire System
Kyuwon Lee†, Gyuwon Kim†, Jongick Won, Hoonhyung Chung, Sooyoung Lee*
Under review, 2026
Soft, Skin-interfaced, Wearable Biosensors for Athletic Sweat Analytics and Real-time Dehydration Monitoring
Tae Woog Kang, Gyuwon Kim, Ka Ram Kim, Sameera Sharma, Nicholas Sparacio, Vishakha Rawool, Woon-Hong Yeo*
Biosensors and Bioelectronics: X, 2026
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
Jongbeom Kim†, Gyuwon 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*