Robotics • Soft Robotics • Control • Visuo‑tactile AI
DongWook Kim
Assistant Professor (Incoming), DGIST Dept. Robotics and Mechatronics.
My group studies learning‑based modeling, control, and sensing for soft and embodied robots with an emphasis on robustness and explainability.
Education & Experience
2024-2025 — Postdoctoral Research Fellow, Korea Institute of Science and Technology, Seoul, Korea
2024 — Ph.D, Mechanical Engineering, Seoul National University, Seoul, Korea
2020 — M.S, Mechanical Engineering, Seoul National University, Seoul, Korea
2018 — B.S, Mechanical and Aerospace Engineering, Seoul National University, Seoul, Korea
Openings
Prospective students and collaborators who are passionate about soft robotics, learning, and control are welcome. Please send a concise email with your CV, transcripts, and a short paragraph on your research interests.
Research Areas
Probabilistic State Estimation
Bayesian filtering and uncertainty‑aware sensing for compliant robots and visuo‑tactile systems.
Learning‑based Modeling & Control
Data‑efficient identification, stability‑aware policies, and MRAC for soft actuators and continuum robots.
Real‑time Vision for Robotics
Stereo depth, homography‑based 2.5D warping, and fast perception for surgical and lab robots.
Publications
2025
- DongWook Kim, Seunghoon Kang, Yong‑Lae Park, “Optimal Sensor Placement for Motion Tracking of Soft Wearables Using Bayesian Sampling,” Soft Robotics, To be included in Vol. 12, No. 5 — Online Available: https://www.liebertpub.com/doi/10.1089/soro.2024.0044.
2023
- DongWook Kim, Sudong Lee, Tae Hwa Hong, Yong‑Lae Park, “Exploration‑Based Model Learning with Self‑Attention for Risk‑Sensitive Robot Control,” npj Robotics, Vol. 1, No. 1, 7 (15 pp.), 2023.
2022
- Hyunin Lee, DongWook Kim, Yong‑Lae Park, “Explainable Deep Learning Model for EMG‑Based Finger Angle Estimation Using Attention,” IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol. 30, pp. 1877–1886, 2022.
2021
- DongWook Kim, Myungsun Park, Yong‑Lae Park, “Probabilistic Modeling and Bayesian Filtering for Improved State Estimation for Soft Robots,” IEEE Transactions on Robotics, Vol. 37, No. 5, pp. 1728–1741, 2021. * The contents of this paper were also selected by ICRA’22 Program Committee for presentation at the conference.
- Daekyum Kim, Sang‑Hun Kim, Taekyoung Kim, Brian Byunghyun Kang, Minhyuk Lee, Wookeun Park, Subyeong Ku, DongWook Kim, Junghan Kwon, Hochang Lee, Joonbum Bae, Yong‑Lae Park, Kyu‑Jin Cho, Sungho Jo, “Review of Machine Learning Methods in Soft Robotics,” PLoS One, Vol. 16, No. 2, e0246102 (24 pp.), 2021.
2020
- DongWook Kim, Junghan Kwon, Byung Jun Jeon, Yong‑Lae Park, “Adaptive Calibration of Soft Sensors Using Optimal Transportation Transfer Learning for Mass Production and Long‑Term Usage,” Advanced Intelligent Systems, Vol. 2, No. 6, 1900178 (10 pp.), 2020.
- Jaewoong Jung, Myungsun Park, DongWook Kim, Yong‑Lae Park, “Optically Sensorized Elastomer Air Chamber for Proprioceptive Sensing of Soft Pneumatic Actuator,” IEEE Robotics and Automation Letters, Vol. 5, No. 2, pp. 2333–2340, 2020. * The contents of this paper were also selected by ICRA’20 Program Committee for presentation at the conference.
- Jae In Kim, Mineui Hong, Kyungjae Lee, DongWook Kim, Yong‑Lae Park, Songhwai Oh, “Learning to Walk a Tripod Mobile Robot Using Nonlinear Soft Vibration Actuators with Entropy Adaptive Reinforcement Learning,” IEEE Robotics and Automation Letters, Vol. 5, No. 2, pp. 2317–2324, 2020. * The contents of this paper were also selected by ICRA’20 Program Committee for presentation at the conference.
2019
- Jae In Kim, DongWook Kim (co‑1st), Matthew Krebs, Young Soo Park, Yong‑Lae Park, “Force Sensitive Robotic End‑Effector Using Embedded Fiber Optics and Deep Learning Characterization for Dexterous Remote Manipulation,” IEEE Robotics and Automation Letters, Vol. 4, No. 4, pp. 3481–3488, 2019. * The contents of this paper were also selected by IROS’19 Program Committee for presentation at the conference.
- DongWook Kim, Jae In Kim, Yong‑Lae Park, “A Simple Tripod Mobile Robot Using Soft Membrane Vibration Actuators,” IEEE Robotics and Automation Letters, Vol. 4, No. 3, pp. 2289–2295, 2019. * The contents of this paper were also selected by ICRA’19 Program Committee for presentation at the conference.
- Se‑hun Park, Jaehyun Yi, DongWook Kim, Youngbin Lee, Sumin Koo, Yong‑Lae Park, “A Lightweight, Soft Wearable Sleeve for Rehabilitation of Forearm Pronation and Supination,” Proceedings of the 2019 IEEE International Conference on Soft Robotics (RoboSoft’19), pp. 611–616, Seoul, Korea, April 2019.
- Myungsun Park, Yunsik Ohm, DongWook Kim, Yong‑Lae Park, “Multi‑Material Soft Strain Sensors with High Gauge Factors for Proprioceptive Sensing of Soft Bending Actuators,” Proceedings of the 2019 IEEE International Conference on Soft Robotics (RoboSoft’19), pp. 384–390, Seoul, Korea, April 2019.
2018
- DongWook Kim, Yong‑Lae Park, “Contact Localization and Force Estimation of Soft Tactile Sensors Using Artificial Intelligence,” Proceedings of the 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS’18), pp. 7480–7485, Madrid, Spain, October 2018.
News
Aug 2025 — Dr. Kim has been appointed as Assistant Professor in the Department of Robotics & Mechatronics, starting from October 2025