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Online trajectory planning and filtering for robotic applications via B-spline smoothing filters

机译:通过B样条平滑滤波器对机器人应用进行在线轨迹规划和过滤

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In this paper, a novel technique for online generating trajectories in the 3-D space is presented. The trajectory planner is based on cubic B-splines. However, while the definition of B-splines requires the solution of a global problem that involves the entire set of via-points to be interpolated/approximated, and therefore it is not suitable for online implementation, the proposed generator is able to approximate spline functions with the prescribed precision on the basis of local computations, which only need the knowledge of a very limited number of via-points. FIR filters are the foundation of this result. As a matter of fact the planner is composed by a first FIR filter for the computation of the control points from the sequence of desired via-points, followed by a chain of moving average filters. Therefore, the generator combines the characteristics of B-spline trajectories (smoothness and minimum curvature) and those of FIR filters (simple structure and computational efficiency). Moreover, besides standard cubic curves, the so-called smoothing B-splines have been considered for online trajectory generation. This allows to find a tradeoff between the possibility of exactly crossing the given via-points and the smoothness of the resulting trajectory. A simple teleoperation task with a Puma 560 industrial manipulator has been arranged for experimentally validating the proposed method.
机译:在本文中,提出了一种在线生成3-D空间中轨迹的新技术。轨迹规划器基于三次B样条曲线。但是,尽管B样条的定义需要解决涉及插值/逼近整个通孔点的全局问题,因此不适合在线实施,但建议的生成器能够近似样条函数以本地计算为基础的规定精度,只需要知道非常有限数量的通孔即可。 FIR滤波器是此结果的基础。实际上,计划器由第一个FIR滤波器组成,用于根据所需通孔序列计算控制点,然后是一连串移动平均滤波器。因此,生成器结合了B样条轨迹的特性(平滑度和最小曲率)和FIR滤波器的特性(结构简单且计算效率高)。此外,除了标准三次曲线外,还考虑了所谓的平滑B样条用于在线轨迹生成。这允许在精确越过给定通孔点的可能性与所得轨迹的平滑度之间找到一个折衷。已安排了使用Puma 560工业机械手进行的简单远程操作任务,以通过实验验证所提出的方法。

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