Robust control of mobile robot in presence of disturbances using neural network and global fast sliding mode

被引:3
|
作者
Mallem, Ali [1 ]
Slimane, Noureddine [2 ]
Benaziza, Walid [2 ]
机构
[1] Batna 2 Univ, Dept Elect, St Chahid Boukhlouf Med El Hadi, Batna, Algeria
[2] Batna 2 Univ, Fac Engn, Adv Elect Lab, Batna, Algeria
关键词
Kinematic model; dynamic model; RBF neural network; sliding mode; tracking control; Lyapunov stability; TRACKING CONTROL; NONHOLONOMIC SYSTEMS; STABILIZATION; DESIGN;
D O I
10.3233/JIFS-17864
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a dynamic tracking control of mobile robot using neural network global fast sliding mode (NN-GFSM) is presented. The proposed strategy combines two control approaches, kinematic control and dynamic control. The laws of kinematic control are based on GFSM in order to determine the adequate velocities for the system stability in finite time. The dynamic controller combines two control techniques, the GFSM to stabilize the velocities errors, and a neural network controller in order to approximate a nonlinear function and to deal the disturbances. This dynamic controller allows the robots to follow the desired trajectory even in the presence of disturbances. The designed controller is dynamically simulated by using Matlab/Simulink and the simulations results show the efficiency and robustness of the proposed control strategy.
引用
收藏
页码:4345 / 4354
页数:10
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