Modeling and Adaptive Neural Network Control for a Soft Robotic Arm With Prescribed Motion Constraints

被引:13
作者
Yang, Yan [1 ,2 ]
Han, Jiangtao [1 ,2 ]
Liu, Zhijie [1 ,2 ]
Zhao, Zhijia [3 ]
Hong, Keum-Shik [4 ]
机构
[1] Univ Sci & Technol Beijing, Sch Intelligence Sci & Technol, Beijing 10083, Peoples R China
[2] Univ Sci & Technol Beijing, Inst Artificial Intelligence, Beijing 100083, Peoples R China
[3] Guangzhou Univ, Sch Mech & Elect Engn, Guangzhou 510006, Peoples R China
[4] Pusan Natl Univ, Sch Mech Engn, Pusan 46241, South Korea
基金
中国国家自然科学基金;
关键词
Adaptive control; cosserat theory; prescribed motion constraints; soft robotic arm; NONLINEAR-SYSTEMS; CONTINUUM ROBOTS; DYNAMICS; DESIGN;
D O I
10.1109/JAS.2023.123213
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a dynamic model and performance constraint control of a line-driven soft robotic arm. The dynamics model of the soft robotic arm is established by combining the screw theory and the Cosserat theory. The unmodeled dynamics of the system are considered, and an adaptive neural network controller is designed using the backstepping method and radial basis function neural network. The stability of the closed-loop system and the boundedness of the tracking error are verified using Lyapunov theory. The simulation results show that our approach is a good solution to the motion constraint problem of the line-driven soft robotic arm.
引用
收藏
页码:501 / 511
页数:11
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