Changsheng Ai

About

Dr. Changsheng Ai is a leading researcher in robotics and autonomous systems, with a core focus on mobile manipulator control, human-robot collaboration, and intelligent navigation. His most influential work, "An adaptive sliding mode backstepping control for the mobile manipulator with nonholonomic constraints" (2013, 119 citations), provides a foundational framework for robust control in complex, constrained environments. Dr. Ai has significantly advanced human-robot interaction through his Multimodal Reinforcement Learning Human-Robot Collaboration (MRLC) framework, which adapts to individual user habits. His contributions also span precision agriculture, including intelligent path tracking for plant protection robots and vineyard navigation using LiDAR. In industrial automation, he has developed control systems for stereoscopic warehouse stackers and heavy-duty omnidirectional mobile robots. Dr. Ai’s research further integrates differential GNSS with LiDAR SLAM for seamless indoor-outdoor navigation, and he has explored medical robotics with a needle insertion system for breast tumor procedures. With a portfolio of highly cited papers and a focus on practical, real-world applications, Dr. Ai’s work is instrumental in bridging the gap between theoretical control theory and deployable robotic solutions.

Research Focus

Key Achievements

Top Papers

1. 1
   An adaptive sliding mode backstepping control for the mobile manipulator with nonholonomic constraints

   119 citations · 2013
2. 2
   A Framework and Algorithm for Human-Robot Collaboration Based on Multimodal Reinforcement Learning

   7 citations · 2022
3. 3
   Research on Indoor and Outdoor Navigation Technology Based on the Combination of Differential GNSS and Lidar SLAM

   5 citations · 2020
4. 4
   Intelligent path tracking control for plant protection robot based on fuzzy PD

   4 citations · 2017
5. 5
   The development of stereoscopic warehouse stacker control system based on motion controller

   4 citations · 2017
6. 6
   Research on mapping method based on data fusion of lidar and depth camera

   4 citations · 2021
7. 7
   A Massage Area Positioning Algorithm for Intelligent Massage System

   4 citations · 2022
8. 8
   A needle insertion concept and robot system for breast tumor

   4 citations · 2016
9. 9
   Research on omnidirectional mobile robot motion control based on integration of traction and steering wheel

   3 citations · 2019
10. 10
    Lidar based vineyard path identification approach to plant protection robot autonomous driving

    3 citations · 2019

Key Collaborators

Contact & Links