Online time-optimal path and trajectory planning for robotic multipoint assembly

被引:7
|
作者
Liu, Yi [1 ]
Er, Meng Joo [1 ]
Guo, Chen [1 ]
机构
[1] Dalian Maritime Univ, Dalian, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Assembly path planning; Trajectory planning; Markov decision process; Robotic multipoint assembly; OPTIMIZATION;
D O I
10.1108/AA-03-2021-0029
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Purpose The purpose of this paper is to propose an efficient path and trajectory planning method to solve online robotic multipoint assembly. Design/methodology/approach A path planning algorithm called policy memorized adaptive dynamic programming (PM-ADP) combines with a trajectory planning algorithm called adaptive elite genetic algorithm (AEGA) for online time-optimal path and trajectory planning. Findings Experimental results and comparative study show that the PM-ADP is more efficient and accurate than traditional algorithms in a smaller assembly task. Under the shortest assembly path, AEGA is used to plan the time-optimal trajectories of the robot and be more efficient than GA. Practical implications The proposed method builds a new online and efficient path planning arithmetic to cope with the uncertain and dynamic nature of the multipoint assembly path in the Cartesian space. Moreover, the optimized trajectories of the joints can make the movement of the robot continuously and efficiently. Originality/value The proposed method is a combination of time-optimal path planning with trajectory planning. The traveling salesman problem model of assembly path is established to transfer the assembly process into a Markov decision process (MDP). A new dynamic programming (DP) algorithm, termed PM-ADP, which combines the memorized policy and adaptivity, is developed to optimize the shortest assembly path. GA is improved, termed AEGA, which is used for online time-optimal trajectory planning in joints space.
引用
收藏
页码:601 / 611
页数:11
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