Yangmin Ou
Papers
2
Total Citations
6
H-Index
2
About
Dr. Yangmin Ou is a pioneering researcher in rehabilitation robotics and robot skill acquisition, whose work bridges the critical gap between human motor control and robotic assistance. His primary research focuses on developing intelligent frameworks for rehabilitation-assisted robots, with particular emphasis on learning and modulating complex manipulation skills from human demonstrations. Dr. Ou’s most notable contribution is his innovative framework that combines manifold-mappings with Gaussian processes to enable robots to represent, learn, and modulate rehabilitation-assist skills—a breakthrough that significantly reduces the labor burden on rehabilitation therapists while providing more effective training for stroke survivors with dyskinesia. His 2022 paper on this topic has garnered 4 citations, establishing foundational work in the field. Additionally, his research on effective learning and online modulation for robotic variable impedance skills addresses the critical challenge of applying robot learning to complex force interaction tasks like button-pressing, assembly, and polishing—areas where traditional methods fall short. Dr. Ou’s work represents a vital step toward creating more adaptive, human-aware robotic systems that can seamlessly collaborate with humans in both rehabilitation and industrial settings.
Research Focus
Key Achievements
Top Papers
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- 2