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改进的变形配置空间路径规划及其在机器人操作器中的应用。

Improved Distorted Configuration Space Path Planning and its Application to Robot Manipulators.

机构信息

School of Mechatronics Engineering and Automation, Shanghai Key Laboratory of Intelligent Manufacturing and Robotics, Shanghai University, Shanghai 200444, China.

出版信息

Sensors (Basel). 2020 Oct 24;20(21):6060. doi: 10.3390/s20216060.

Abstract

Real-time obstacle avoidance path planning is critically important for a robot when it operates in a crowded or cluttered workspace. At the same time, the computational cost is a big concern once the degree of freedom (DOF) of a robot is high. A novel path planning strategy, the distorted configuration space (DC-space) method, was proposed and proven to outperform the traditional search-based methods in terms of computational efficiency. However, the original DC-space method did not sufficiently consider the demands on automatic planning, convex space preservation, and path optimization, which makes it not practical when applied to the path planning for robot manipulators. The treatments for the problems mentioned above are proposed in this paper, and their applicability is examined on a three DOFs robot. The experiments demonstrate the effectiveness of the proposed improved distorted configuration space (IDCS) method on rapidly finding an obstacle-free path. Besides, the optimized IDCS method is presented to shorten the generated path. The performance of the above algorithms is compared with the classic Rapidly-exploring Random Tree (RRT) searching method in terms of their computation time and path length.

摘要

实时避障路径规划对于机器人在拥挤或杂乱的工作空间中运行至关重要。同时,一旦机器人的自由度(DOF)较高,计算成本就成为一个大问题。提出了一种新的路径规划策略,即扭曲配置空间(DC-space)方法,该方法在计算效率方面被证明优于传统的基于搜索的方法。然而,原始的 DC-space 方法没有充分考虑到自动规划、凸空间保持和路径优化的需求,这使得它在应用于机器人操纵器的路径规划时不太实用。本文提出了解决上述问题的方法,并在一个具有三个自由度的机器人上检验了它们的适用性。实验证明了所提出的改进的扭曲配置空间(IDCS)方法在快速找到无障碍物路径方面的有效性。此外,还提出了优化的 IDCS 方法来缩短生成的路径。上述算法的性能在计算时间和路径长度方面与经典的快速探索随机树(RRT)搜索方法进行了比较。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f718/7684471/8d0f852a8112/sensors-20-06060-g001.jpg

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