Integrated Planning and Control for Collision-free Trajectory Generation in 3D Environment with Obstacles

被引:0
|
作者
Zhang, Xiaoxue [1 ,2 ]
Ma, Jun [2 ,3 ]
Huang, Sunan [4 ]
Cheng, Zilong [1 ,2 ]
Lee, Tong Heng [1 ,2 ]
机构
[1] Natl Univ Singapore, NUS Grad Sch Integrat Sci & Engn, Singapore 119077, Singapore
[2] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117583, Singapore
[3] Univ Calif Berkeley, Dept Mech Engn, Berkeley, CA 94720 USA
[4] Natl Univ Singapore, Temasek Labs, Singapore 117411, Singapore
关键词
3D path planning; model predictive control (MPC); path tracking; trajectory planning;
D O I
10.23919/iccas47443.2019.8971490
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Control of autonomous robots (ARs) is a hot topic over the past three decades, and motion planning is becoming one of the major challenges in AR control. Substantial works have been done for motion planning in 2-dimensional (2D) environments, but planning in 3D complex environments is still an open problem to be investigated. In this paper, we propose a trajectory planning method to plan a high-quality and safe trajectory in 3-dimensional (3D) environments with multiple obstacles. The proposed method is based on the integration of a global optimal 3D path planner with a local planner. First, a hierarchical path planning algorithm is used as a global path planner to compute a near-optimal path formed by a set of waypoints. Second, a local path trajectory planner is designed to track the path computed by the global path planner with multiple constraints of dynamics and environment satisfied. Finally, simulations are conducted to validate the effectiveness of the proposed trajectory generation approach subject to the constraints of robot physical limits and environmental requirements.
引用
收藏
页码:974 / 979
页数:6
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