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玻璃幕墙清洗机器人内螺旋完全遍历路径规划研究

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针对高空复杂环境下玻璃幕墙清洗机器人的全方位无死角清洗问题,本文提出了一种基于改进蚁群算法的内螺旋完全遍历路径规划方法.首先在融合视觉传感器识别定位结果的基础上构建环境栅格地图;针对机器人全方位无死角遍历问题,以最大覆盖面积、最小重复路径及最大安全性为目标,通过内螺旋完全遍历算法实现清洗路径规划.在此基础上,针对机器人完全遍历易陷入死区问题,以最快规划、最少拐点及最快收敛为目标,通过改进蚁群算法规划出最优逃逸死区路线.改进方向以机器人 4 方位 4 领域移动为主,在启发函数中引入A∗算法的代价函数,同时在信息素更新中引入惩罚函数的思想.最后通过 2 种算法结合完成清洗区域的完全遍历,仿真结果表明:机器人在已知地图上通过 4 次规划后清洗覆盖率达到 100%,行进重复率达到 3.15%,实现了完全遍历.
Study on the path planning of the internal spiral complete traversal for glass-curtain wall-cleaning robots
In high-rise buildings and complex environments,it is difficult to realize the omnidirectional cleaning of glass-curtain wall-cleaning robots.To address this problem,this paper presents a path-planning method for internal spiral complete traversal based on the improved ant colony algorithm.First,the environment raster map was con-structed based on the fusion of vision sensor recognition and positioning results.Subsequently,for the robot's omni-directional traversal with the nondead angel problem,cleaning path planning was realized by the internal spiral complete traversal algorithm with the objectives of maximum coverage area,minimum repetition path,and maximum safety.On this basis,the optimal route to escape the dead zone was planned using the improved ant colony algo-rithm with the objectives of fastest planning,least inflection points,and fastest convergence.The improved direc-tion was based on the robot's four-direction and four-field movement,and the cost function of the A∗ algorithm was introduced in the heuristic function,while the idea of a penalty function was introduced in the pheromone update.Finally,the complete traversal of the cleaning path was completed by combining the two algorithms.The simulation results revealed that after the robot passed four times of planning on a known map,the cleaning coverage was 100%,and the travel repetition rate was 3.15%,realizing complete traversal.

glass-curtain wallrobotpath planningant colony algorithminternal spiral coverage algorithmA∗algorithmheuristic functionpenalty function

史方青、黄华、张昊、郭润兰

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兰州理工大学 机电工程学院,甘肃 兰州 730050

玻璃幕墙 机器人 路径规划 蚁群算法 内螺旋覆盖算法 A∗算法 启发函数 惩罚函数

国家自然科学基金

51565030

2024

哈尔滨工程大学学报
哈尔滨工程大学

哈尔滨工程大学学报

CSTPCD北大核心
影响因子:0.655
ISSN:1006-7043
年,卷(期):2024.45(6)