Mobile Robot Path Planning Based on a Generalized Wavefront Algorithm

被引:12
|
作者
Wu, Sifan [1 ]
Du, Yu [2 ]
Zhang, Yonghua [3 ]
机构
[1] Beijing Union Univ, Smart City Coll, Beijing 100101, Peoples R China
[2] Beijing Union Univ, Coll Robot, Beijing 100101, Peoples R China
[3] Beihang Univ, Sch Comp Sci & Engn, Beijing 100083, Peoples R China
基金
中国国家自然科学基金;
关键词
CONFIGURATION-SPACE; A-ASTERISK;
D O I
10.1155/2020/6798798
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study develops a generalized wavefront algorithm for conducting mobile robot path planning. The algorithm combines multiple target point sets, multilevel grid costs, logarithmic expansion around obstacles, and subsequent path optimization. The planning performances obtained with the proposed algorithm, the A* algorithm, and the rapidly exploring random tree (RRT) algorithm optimized using a Bezier curve are compared using simulations with different grid map environments comprising different numbers of obstacles with varying shapes. The results demonstrate that the generalized wavefront algorithm generates smooth and safe paths around obstacles that meet the required kinematic conditions associated with the actual maneuverability of mobile robots and significantly reduces the planned path length compared with the results obtained with the A* algorithm and the optimized RRT algorithm with a computation time acceptable for real-time applications. Therefore, the generated path is not only smooth and effective but also conforms to actual robot maneuverability in practical applications.
引用
收藏
页数:12
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