Near-Optimal Navigation of High Speed Mobile Robots on Uneven Terrain

被引:14
|
作者
Iagnemma, Karl [1 ]
Shimoda, Shingo [2 ]
Shiller, Zvi [3 ]
机构
[1] MIT, Dept Mech Engn, Cambridge, MA 02139 USA
[2] RIKEN BS, Wako, Saitama, Japan
[3] Ariel Univ, Samaria 40700, Israel
关键词
D O I
10.1109/IROS.2008.4650592
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a method for near-optimal navigation of high speed mobile robots on uneven terrain. The method relies on a layered control strategy. A high-level planning layer generates an optimal desired trajectory through uneven terrain. A low-level navigation layer guides a robot along the desired trajectory via a potential field-based control algorithm. The high-level planner is guaranteed to yield optimal trajectories but is computationally intensive. The low-level navigation layer is sub-optimal but computationally efficient. To guard against failures at the navigation layer, a model-based lookahead approach is employed that utilizes a reduced form of the optimal trajectory generation algorithm. Simulation results show that the proposed method can successfully navigate a mobile robot over uneven terrain while avoiding hazards. A comparison of the method's performance to a similar algorithm is also presented.
引用
收藏
页码:4098 / +
页数:2
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