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Potential-based modeling of three-dimensional workspace for obstacle avoidance

机译:基于势能的三维工作空间建模避免障碍

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摘要

A potential-based model of three-dimensional workspace is proposed for ensuring obstacle avoidance in path planning. It is assumed that the workspace boundary is uniformly distributed with generalized charges. The potential due to a point charge is inversely proportional to the distance to the power of an integer, the order of the potential function. It is shown that such potential functions and their gradients due to polyhedral surfaces can be derived analytically, and thus can facilitate efficient collision avoidance. Intuitively, the potential fields and their effects on object paths should be spatially continuous and smooth. The continuity and differentiability properties of a particular potential function are investigated. In theory, by minimizing the repulsion between object and obstacles, the approach completely eliminates the possibility of a collision between them if the dynamics of the moving object is ignored.
机译:提出了一种基于电位的三维​​工作空间模型,以确保在路径规划中避开障碍物。假设工作空间边界均匀分布有广义电荷。由点电荷引起的电势与到整数次方的距离成反比,即电势函数的阶数。结果表明,由于多面体表面,这种势函数及其梯度可以通过分析得出,从而可以有效地避免碰撞。凭直觉,势场及其对物体路径的影响应在空间上连续且平滑。研究了特定势函数的连续性和微分性质。从理论上讲,通过最小化物体和障碍物之间的排斥力,该方法完全消除了如果忽略运动物体的动力学情况时它们之间发生碰撞的可能性。

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