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The adaptive neural network fuzzy sliding mode control for the 3-RRS parallel manipulator
Li, Xiyu1; Gao, Xin1; Sun, Liangliang1; Zheng, Donghao1; Shi, Heng1,2,3,4; Lei, Chengqiang1; Hu, Lei1; Zong, Yonghong1
作者部门光电跟踪与测量技术研究室
2022-09
发表期刊ADVANCES IN MECHANICAL ENGINEERING
ISSN1687-8132;1687-8140
卷号14期号:9
产权排序2
摘要

In order to improve the high-precision tracking control of angle variables and the sliding mode equivalent control part for the 3-RRS parallel manipulator, an adaptive neural network fuzzy sliding mode control algorithm with self-adjusting switching gain is proposed. Firstly, considering the uncertainty of the constrained force between derived links and the moving platform, the complete dynamic model including ideal and non-ideal constrained force is established by combining with the Udwadia-Kalaba(U-K) equation and Lagrange method. Secondly, the neural network sliding mode controller is designed to realize the approximate solution of the sliding mode equivalent control part. At the same time, in order to reduce the chattering phenomenon of the neural network sliding mode controller, a fuzzy adjustment rule of switching gain is designed to better compensate for the uncertain terms. And then the stability of the control system is proved by the Lyapunov method. Finally, the proposed control algorithm is simulated on the 3-RRS parallel manipulator. The simulation results show that the chattering phenomenon is overcome. The high-precision control of angle variables and the sliding mode equivalent control part is realized.

关键词3-RRS parallel manipulator Udwadia-Kalaba equation the constrained force adaptive neural network fuzzy sliding mode control the sliding mode equivalent control part
DOI10.1177/16878132221126112
收录类别SCI
语种英语
WOS记录号WOS:000859873500001
出版者SAGE PUBLICATIONS LTD
引用统计
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/96158
专题光电跟踪与测量技术研究室
通讯作者Gao, Xin
作者单位1.Beijing Inst Tracking & Telecommun Technol, 26 Beiqing Rd, Beijing 100094, Peoples R China
2.Xian Inst Opt & Precis Mech CAS, Xian, Peoples R China
3.Chinese Acad Sci, Key Lab Space Precis Measurement Technol, Xian, Peoples R China
4.Pilot Natl Lab Marine Sci & Technol, Qingdao, Peoples R China
推荐引用方式
GB/T 7714
Li, Xiyu,Gao, Xin,Sun, Liangliang,et al. The adaptive neural network fuzzy sliding mode control for the 3-RRS parallel manipulator[J]. ADVANCES IN MECHANICAL ENGINEERING,2022,14(9).
APA Li, Xiyu.,Gao, Xin.,Sun, Liangliang.,Zheng, Donghao.,Shi, Heng.,...&Zong, Yonghong.(2022).The adaptive neural network fuzzy sliding mode control for the 3-RRS parallel manipulator.ADVANCES IN MECHANICAL ENGINEERING,14(9).
MLA Li, Xiyu,et al."The adaptive neural network fuzzy sliding mode control for the 3-RRS parallel manipulator".ADVANCES IN MECHANICAL ENGINEERING 14.9(2022).
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