An Online Trajectory Planning Method of a Flexible-Link Manipulator Aiming at Vibration Suppression

被引:20
作者
Li, Yuanyuan [1 ]
Ge, Shuzhi Sam [1 ,3 ]
Wei, Qingping [2 ]
Gan, Tao [1 ]
Tao, Xiaolin [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Comp Sci & Engn, Ctr Robot, Chengdu 611731, Sichuan, Peoples R China
[2] DEC Acad Sci & Technol Co Ltd, Chengdu 611731, Sichuan, Peoples R China
[3] Natl Univ Singapore, Dept Elect Comp Engn, Singapore 119077, Singapore
基金
中国国家自然科学基金;
关键词
Vibrations; Manipulator dynamics; Trajectory; Neural networks; Heuristic algorithms; Vibration suppression; online trajectory planning; flexible-link manipulator; particle swarm optimization; neural networks; ROBOT; IDENTIFICATION; DYNAMICS;
D O I
10.1109/ACCESS.2020.3009526
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Vibration has a great influence on the working accuracy of flexible-link manipulators. In this paper, an online trajectory planning method for the flexible-link manipulator is proposed to suppress the vibration. Firstly, the vibration dynamic model of planar flexible-link manipulator is established, and the actual vibration trajectory of manipulator is solved by reasonable simplification. Then, taking residual energy of vibration as an objective function, the optimizer based on Particle Swarm Optimization(PSO) intelligent search algorithm is employed to search the motion trajectory of the manipulator with the best vibration suppression effect. Finally, the optimizer based on back propagation neural networks(BPNN) is employed instead of PSO optimizer to generate manipulator motion trajectory rapidly, and the optimal trajectory database searched by PSO optimizer is used to train BPNN. Simulation results show that this method can generate the trajectory rapidly and suppress the vibration effectively, and can be applied to the online trajectory planning of flexible manipulator.
引用
收藏
页码:130616 / 130632
页数:17
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