首页|基于RRT*算法和DWA算法的分层结构路径规划策略

基于RRT*算法和DWA算法的分层结构路径规划策略

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为优化复杂动态环境下路径规划问题,提高路径搜索效率,缩短路径规划时间,提出一种基于改进RRT*算法和DWA算法的分层结构路径规划策略;该路径规划分层结构由全局路径规划层和局部路径规划层组成,全局路径规划层根据已知静态障碍物信息利用改进RRT*算法进行全局路径规划;当路径中出现未知动态障碍物时,根据规划策略将启用局部路径规划层,基于获取的动态障碍物信息,利用DWA算法进行局部路径规划;最终通过全局与局部路径规划策略相结合得到最终的可行路径;仿真实验结果表明:文章提出的分层结构路径规划策略在复杂动态环境中可以高效地完成路径规划任务。
Hierarchical Structure Route Planning Strategy Based on RRT*Algorithm and DWA Algorithm
To optimize route planning in complex dynamic environments,and improve the efficiency and shorten the route plan-ning time,a hierarchical structure route planning strategy based on improved rapidly-exploring random tree(RRT*)algorithm and dynamic window approach(DWA)algorithm is proposed.The hierarchical planning strategy is composed of two layers:the global route planning layer and local route planning layer.The global layer adopts the improved RRT*algorithm to implement the global route planning by the the information on the static obstacles.Simultaneously,the planning strategy will be activated when unknown obstacles appear in the route.Based on the acquired information on the dynamic obstacles,the DWA algorithm is used to acquire the local route planning.By integrated the global and local route planning strategies,the final feasible route is obtained.Simulation re-sults show this strategy can efficiently achieve route planning in complex dynamic environments.

route planninghierarchical structureimproved RRT*algorithmDWA algorithmprobability shifttime elastic band(TEB)algorithm

姜涛、周兴阁、陈宇

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同济大学机械与能源工程学院,上海 201804

路径规划 分层结构 改进RRT*算法 动态窗口法 概率偏移 TEB算法

2024

计算机测量与控制
中国计算机自动测量与控制技术协会

计算机测量与控制

CSTPCD
影响因子:0.546
ISSN:1671-4598
年,卷(期):2024.32(9)
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