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arXiv 2103.03849cs.RO
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基于CAMIS的最优路径规划:一种连续各向异性的斜面模型

Optimal Path Planning using CAMIS: a Continuous Anisotropic Model for Inclined Surfaces

Universidad de Málaga(马拉加大学)

J. Ricardo Sánchez-Ibáñez, Carlos J. Pérez-del-Pulgar, Javier Serón, Alfonso García-Cerezo

摘要:

地面移动机器人在不规则地形上的最优穿越在很大程度上取决于用于规划它们所遵循的路径的成本模型的充分性。定义最优性的标准可以基于最小化能量消耗和/或保持机器人稳定性。这需要对各向异性进行适当的评估,以考虑机器人在不同方向的斜坡上行驶。为了满足这一需求,本文提出了倾斜表面的连续各向异性模型,一个成本模型兼容各向异性路径规划器,如双向有序迎风方法。该模型承认机器人相对于任何斜坡的方向如何决定其能量成本,考虑重力和地面力学效应(如滑移)的作用。此外,所提出的模型可以调整,以定义能量最小化和滚转角减小之间的权衡。从两个模拟测试的结果表明,如何找到最佳路径的情况下,包含斜坡,在某些情况下,使用该模型可以比依赖于各向同性的成本函数更有利。最后,还讨论了一个现场实验的结果,涉及一个滑移转向机器人,驱动器上的一个真正的斜坡。

英文摘要:

The optimal traverse of irregular terrains made by ground mobile robots heavily depends on the adequacy of the cost models used to plan the path they follow. The criteria to define optimality may be based on minimizing energy consumption and/or preserving the robot stability. This entails the proper assessment of anisotropy to account for the robot driving on top of slopes with different directions. To fulfill this demand, this paper presents the Continuous Anisotropic Model for Inclined Surfaces, a cost model compatible with anisotropic path planners like the bi-directional Ordered Upwind Method. This model acknowledges how the orientation of the robot with respect to any slope determines its energetic cost, considering the action of gravity and terramechanic effects such as the slippage. Moreover, the proposed model can be tuned to define a trade-off between energy minimization and Roll angle reduction. The results from two simulation tests demonstrate how, to find the optimal path in scenarios containing slopes, in certain situations the use of this model can be more advantageous than relying on isotropic cost functions. Finally, the outcome of a field experiment involving a skid-steering robot that drives on top of a real slope is also discussed.

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