Tian Yu Liu

Papers

Total Citations

180

H-Index

About

Tian Yu Liu is a leading researcher in autonomous robotics, with a focus on integrating perception, planning, and control to enable dexterous manipulation. Their seminal work, "An Integrated System for Autonomous Robotics Manipulation" (2012, 120 citations), introduced a software framework that allows robots to autonomously grasp and manipulate objects with minimal human supervision, advancing the field of robotic autonomy. Liu further contributed to optimization in robotics through their research on control libraries, notably in "Efficient Optimization of Control Libraries" (2011, 16 citations) and "Contextual Sequence Prediction with Application to Control Library Optimization" (2012, 41 citations), where they developed methods to dynamically order candidate maneuvers or trajectories for high-dimensional control problems. By applying submodular function maximization to contextual sequence prediction, Liu improved the efficiency of control library optimization, with applications extending to web advertisement and search. Their work has been widely cited, reflecting its impact on both robotics and broader optimization domains. Liu’s achievements highlight a career dedicated to making autonomous systems more intelligent and adaptable, bridging theory and practice in robotic control.