Title :
A unified optimization method for real-time trajectory generation of mobile robots with kinodynamic constraints in dynamic environment
Author :
Wenhao Luo ; Jun Peng ; Weirong Liu ; Jing Wang ; Wentao Yu
Author_Institution :
Dept. of Autom., Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
This paper presents an efficient analytic method for a mobile robot to determine a collision-free trajectory with unified optimization. The robot kinodynamic constraints and the geometric constraints due to obstacles are addressed by considering a set of constrained inequalities from parameterized trajectories model. Two optimal performance matrices are employed to assess optimization problems. Particularly, both the constraints and performance functions are incorporated by similar forms in terms of trajectory parameters, which thereby can be considered in a uniform way. A parameter space of adjustable trajectory parameters is constructed to solve the unified optimization problem with constraints and results in more flexible and better optimal performance. The proposed approach is complete and enhances methods of deterministic real-time planning by overcoming typical drawbacks as intermediate configuration, curvature discontinuities, vertical singularities and incomplete optimization. Simulation results verify the validity and superiority of the proposed method.
Keywords :
collision avoidance; matrix algebra; mobile robots; optimisation; robot dynamics; robot kinematics; trajectory control; analytic method; collision-free trajectory; constrained inequalities; deterministic realtime planning; mobile robots; optimal performance matrices; parameter space; parameterized trajectories model; performance functions; realtime trajectory generation; robot geometric constraints; robot kinodynamic constraints; trajectory parameters; unified optimization method; Acceleration; Collision avoidance; Mobile robots; Optimization; Robot kinematics; Trajectory;
Conference_Titel :
Robotics, Automation and Mechatronics (RAM), 2013 6th IEEE Conference on
Conference_Location :
Manila
Print_ISBN :
978-1-4799-1198-1
DOI :
10.1109/RAM.2013.6758569