I obtained my PhD degree from the Interactive Robot Learning Laboratory at the University of Groningen, where I worked under the supervision of Prof. Hamidreza Kasaei. My research focused on developing algorithms that enable intelligent systems to learn through interactions with the physical environment, allowing them to acquire the perceptual and manipulation skills needed to perform complex tasks and assist humans effectively.
Before coming to Groningen, I received my M.Eng. in Control Engineering from University of Chinese Academy of Sciences. I obtained my Bachelor of Engineering in Automation from Harbin University of Science and Technology.
We propose a fast trajectory planning system for manipulators that combines vision-based path planning in task space with reinforcement learning-based obstacle avoidance in joint space.
We propose a Deep Reinforcement Learning (DRL) method that develops joint policies for grasping and pushing, enabling effective manipulation of target objects within untrained, densely cluttered environments.