Direct Adaptive Preassigned Finite-Time Control With Time-Delay and Quantized Input Using Neural Network

被引:100
|
作者
Liu, Yang [1 ]
Liu, Xiaoping [2 ]
Jing, Yuanwei [1 ]
Chen, Xiangyong [3 ,4 ]
Qiu, Jianlong [3 ,4 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110003, Peoples R China
[2] Lakehead Univ, Dept Elect Engn, Thunder Bay, ON P7B 5E1, Canada
[3] Linyi Univ, Sch Automat & Elect Engn, Linyi 276013, Shandong, Peoples R China
[4] Linyi Univ, Key Lab Complex Syst & Intelligent Comp, Linyi 276013, Shandong, Peoples R China
基金
加拿大自然科学与工程研究理事会;
关键词
Direct adaptive control; neural networks (NNs); practically preassigned finite-time stability (PPFTS); quantized control; time delays; BARRIER LYAPUNOV FUNCTIONS; NONLINEAR-SYSTEMS; TRACKING CONTROL; PRESCRIBED PERFORMANCE; FEEDBACK-SYSTEMS; STABILIZATION;
D O I
10.1109/TNNLS.2019.2919577
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper investigates an adaptive finite-time control (FTC) problem for a class of strict-feedback nonlinear systems with both time-delays and quantized input from a new point of view. First, a new concept, called preassigned finite-time performance function (PFTF), is defined. Then, another novel notion, called practically preassigned finite-time stability (PPFTS), is introduced. With PFTF and PPFTS in hand, a novel sufficient condition of the FTC is given by using the neural network (NN) control and direct adaptive backstepping technique, which is different from the existing results. In addition, a modified barrier function is first introduced in this work. Moreover, this work is first to focus on the FTC for the situation that the time-delay and quantized input simultaneously exist in the nonlinear systems. Finally, simulation results are carried out to illustrate the effectiveness of the proposed scheme.
引用
收藏
页码:1222 / 1231
页数:10
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