Wang Dong, Zhang Jie, Jin Jiucai, Liu Deqing, Mao Xingpeng
School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, Heilongjiang, China.
First Institute of Oceanography, Ministry of Natural Resources, Qingdao, Shandong, China.
PeerJ Comput Sci. 2021 Jun 29;7:e612. doi: 10.7717/peerj-cs.612. eCollection 2021.
A global path planning algorithm for unmanned surface vehicles (USVs) with short time requirements in large-scale and complex multi-island marine environments is proposed. The fast marching method-based path planning for USVs is performed on grid maps, resulting in a decrease in computer efficiency for larger maps. This can be mitigated by improving the algorithm process. In the proposed algorithm, path planning is performed twice in maps with different spatial resolution (SR) grids. The first path planning is performed in a low SR grid map to determine effective regions, and the second is executed in a high SR grid map to rapidly acquire the final high precision global path. In each path planning process, a modified inshore-distance-constraint fast marching square (IDC-FM) method is applied. Based on this method, the path portions around an obstacle can be constrained within a region determined by two inshore-distance parameters. The path planning results show that the proposed algorithm can generate smooth and safe global paths wherein the portions that bypass obstacles can be flexibly modified. Compared with the path planning based on the IDC-FM method applied to a single grid map, this algorithm can significantly improve the calculation efficiency while maintaining the precision of the planned path.
提出了一种适用于大规模复杂多岛海洋环境中对时间要求较短的无人水面舰艇(USV)的全局路径规划算法。基于快速行进法的USV路径规划在网格地图上进行,对于较大的地图会导致计算机效率降低。这可以通过改进算法流程来缓解。在所提出的算法中,路径规划在具有不同空间分辨率(SR)网格的地图上执行两次。第一次路径规划在低SR网格地图中进行以确定有效区域,第二次在高SR网格地图中执行以快速获取最终的高精度全局路径。在每个路径规划过程中,应用改进的近岸距离约束快速行进正方形(IDC-FM)方法。基于该方法,障碍物周围的路径部分可以被约束在由两个近岸距离参数确定的区域内。路径规划结果表明,所提出的算法可以生成平滑且安全的全局路径,其中绕过障碍物的部分可以灵活修改。与应用于单个网格地图的基于IDC-FM方法的路径规划相比,该算法在保持规划路径精度的同时可以显著提高计算效率。