Research on Fractional-Order Global Fast Terminal Sliding Mode Control of MDF Continuous Hot-Pressing Position Servo System Based on Adaptive RBF Neural Network

被引:3
作者
Zhu, Liangkuan [1 ]
Chen, Xinrui [1 ]
Qi, Xing [1 ]
Zhang, Jian [1 ]
机构
[1] Northeast Forestry Univ, Coll Mech & Elect Engn, Harbin 150040, Peoples R China
基金
中国国家自然科学基金;
关键词
MDF; hot-pressing servo system; fractional-order; terminal sliding mode; adaptive law; RBF neural network; TRACKING CONTROL; DESIGN;
D O I
10.3390/electronics11071117
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a novel fractional-order global fast terminal sliding mode control (FGFTSMC) strategy based on an adaptive radial basis function (RBF) neural network is proposed to improve the performance of a medium density fiberboard (MDF) continuous hot-pressing position servo system with parameter perturbation and external load disturbance. Primarily, the mathematical model of the MDF continuous hot-pressing position servo system is constructed based on the dynamic equation of the hydraulic system. Then, a FGFTSMC is designed to speed up the convergence rate of the system, in which an adaptive law is used to estimate the upper bound of the unknown parameters to overcome the existing parameter perturbation of the system. In addition, an RBF neural network is introduced to approximate the external load disturbance of the system. The stability of MDF continuous hot-pressing position servo system based on the control scheme developed in this paper is proven using the Lyapunov theory. Finally, the simulation results show that the presented control scheme can effectively ensure the tracking accuracy of the system and enhance the robustness of the system.
引用
收藏
页数:19
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