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Sliding Mode Control for Flexible-link Manipulators Based on Adaptive Neural Networks
Hongjun Yang; Min Tan
发表期刊International Journal of Automation and Computing
2018
卷号15期号:2页码:239-248
摘要

This paper mainly focuses on designing a sliding mode boundary controller for a single flexible-link manipulator based on adaptive radial basis function (RBF) neural network. The flexible manipulator in this paper is considered to be an Euler-Bernoulli beam. We first obtain a partial differential equation (PDE) model of single-link flexible manipulator by using Hamiltons approach. To improve the control robustness, the system uncertainties including modeling uncertainties and external disturbances are compensated by an adaptive neural approximator. Then, a sliding mode control method is designed to drive the joint to a desired position and rapidly suppress vibration on the beam. The stability of the closed-loop system is validated by using Lyapunov’s method based on infinite dimensional model, avoiding problems such as control spillovers caused by traditional finite dimensional truncated models. This novel controller only requires measuring the boundary information, which facilitates implementation in engineering practice. Favorable performance of the closed-loop system is demonstrated by numerical simulations.

关键词Sliding Mode Control Adaptive Control Neural Network Flexible Manipulator Partial Differential Equation
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/25792
专题复杂系统认知与决策实验室_先进机器人
通讯作者Min Tan
作者单位Institute of Automation, Chinese Academy of Sciences
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
推荐引用方式
GB/T 7714
Hongjun Yang,Min Tan. Sliding Mode Control for Flexible-link Manipulators Based on Adaptive Neural Networks[J]. International Journal of Automation and Computing,2018,15(2):239-248.
APA Hongjun Yang,&Min Tan.(2018).Sliding Mode Control for Flexible-link Manipulators Based on Adaptive Neural Networks.International Journal of Automation and Computing,15(2),239-248.
MLA Hongjun Yang,et al."Sliding Mode Control for Flexible-link Manipulators Based on Adaptive Neural Networks".International Journal of Automation and Computing 15.2(2018):239-248.
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