An Optimal Path-planning Algorithm for Unmanned Rollers with Constraints on Roller Attitude

H. Xie, Kecheng Jiang, K. Song
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引用次数: 2

Abstract

The unmanned roller (UR) is promising in improving the compaction quality and efficiency simultaneously. When transiting from on work site to another, a well-designed path-planning algorithm is essential for the efficient operation of rollers between two sites. Existing path planning algorithms barely consider the vehicle attitude at the destination and the kinematic constraints, limiting the efficiency in the initial phase of operation in a new work site. Therefore, in this paper, an improved RRT* algorithm is proposed. By combining Dubins curve with RRT* algorithm, the algorithm enforces the roller to maintain an optimal attitude (orientation) when approaching the entrance of the next work site, by manipulating the target path. In addition, a smooth and achievable path is generated, by setting-up the upper bound of the curvature based on kinematic and steering dynamic models then fitting the target path using the B-spline. The proposed algorithm is tested in both simulation and experiments, confirming its effectiveness.
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基于姿态约束的无人滚轮路径规划算法
无人压路机在提高压实质量和压实效率方面具有广阔的应用前景。当从一个工作地点转移到另一个工作地点时,设计良好的路径规划算法对于滚轮在两个工作地点之间的有效运行至关重要。现有的路径规划算法很少考虑车辆在目的地的姿态和运动学约束,限制了新工作地点初始阶段的运行效率。因此,本文提出了一种改进的RRT*算法。该算法将Dubins曲线与RRT*算法相结合,通过对目标路径的操纵,使压路机在接近下一个工位入口时保持最优姿态(方向)。此外,在运动学和转向动力学模型的基础上,通过建立曲率上界,利用b样条拟合目标路径,生成了一条光滑的可实现路径。通过仿真和实验验证了该算法的有效性。
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