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![]() | |
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
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ISSN | 1687-8132;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 |
DOI | 10.1177/16878132221126112 |
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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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
The adaptive neural (1559KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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