Three Dimensional Path Planning of Snake-Arm Robot Based on Improved Ant Colony Algorithm

IF 1.5 Q3 AUTOMATION & CONTROL SYSTEMS
Xu Chen, Yong Jiang
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引用次数: 0

Abstract

A path planning algorithm based on an improved ant colony algorithm was proposed to solve the path planning problem of snake-arm robots in a structured environment. The heuristic function of the ant colony algorithm is combined with an artificial potential field. Setting up a repulsive force field around the obstacle and an attractive field at the target point, the snake-arm robot is guided to advance from the starting point to the target point while avoiding the obstacle. Chaos disturbance is added to the pheromone update to improve the global search capability of the algorithm. In path optimization, the linear generation algorithm and cubic uniform B-spline curve interpolation algorithm are used to optimize the path globally.
基于改进蚁群算法的蛇臂机器人三维路径规划
针对蛇臂机器人在结构化环境中的路径规划问题,提出了一种基于改进蚁群算法的路径规划算法。将蚁群算法的启发式函数与人工势场相结合。在障碍物周围设置一个斥力场,在目标点处设置一个引力场,引导蛇臂机器人在避开障碍物的同时从起点向目标点前进。在信息素更新中加入混沌扰动,提高了算法的全局搜索能力。在路径优化中,采用线性生成算法和三次均匀b样条曲线插值算法对路径进行全局优化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IET Cybersystems and Robotics
IET Cybersystems and Robotics Computer Science-Information Systems
CiteScore
3.70
自引率
0.00%
发文量
31
审稿时长
34 weeks
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