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Path Planning for the Gantry Welding Robot System Based on Improved RRT*

运动规划 路径(计算) 节点(物理) 机器人 灵活性(工程) 工作区 计算机科学 路径长度 数学优化 造船 采样(信号处理) 模拟 实时计算 工程类 人工智能 数学 统计 结构工程 程序设计语言 计算机网络 考古 滤波器(信号处理) 计算机视觉 历史
作者
Xuewu Wang,Jin Gao,Xin Zhou,Xingsheng Gu
出处
期刊:Robotics and Computer-integrated Manufacturing [Elsevier BV]
卷期号:85: 102643-102643 被引量:1
标识
DOI:10.1016/j.rcim.2023.102643
摘要

In the shipbuilding industry, various workpieces are often produced in small batches. A new program must be written for new workpiece to be processed, which leads to the inefficiency of the traditional teaching programming method. In particular, some manufacturers have applied large gantry structures to robots to improve their handling space. Although the external positioning device enhances the robot's flexibility, it also increases the difficulty of path planning. The RRT* algorithm based on sampling is widely used in the path planning of manipulator for its efficient expansibility and probability completeness. However, in the robot system equipped with gantry structure, the increase of freedom makes its efficiency relatively low. Therefore, this article presents an improved RRT* algorithm for autonomous path planning of welding robots with a large gantry structure. This method introduces the sampling pool mechanism, and selects the node nearest to the connection line between the starting node and the target node in the sampling pool, which effectively shortens the length of the search path. In addition, it adopts the strategy of limiting the nearest node to prevent the transitional search of the configuration space. The improved RRT* algorithm proposed in this paper is verified in complex environment, and compared with improved algorithms such as IB-RRT*, the path cost and time cost are increased by 22.2% and 32.5%, respectively, and the success rate is relatively stable.
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