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Author:

Liu, Yan-Jun (Liu, Yan-Jun.) | Zhao, Wei (Zhao, Wei.) | Liu, Lei (Liu, Lei.) | Li, Dapeng (Li, Dapeng.) | Tong, Shaocheng (Tong, Shaocheng.) | Chen, C. L. Philip (Chen, C. L. Philip.)

Indexed by:

EI Scopus SCIE

Abstract:

In this article, the problem of tracking control for a class of nonlinear time-varying full state constrained systems is investigated. By constructing the time-varying asymmetric barrier Lyapunov function (BLF) and combining it with the backstepping algorithm, the intelligent controller and adaptive law are developed. Neural networks (NNs) are utilized to approximate the uncertain function. It is well known that in the past research of nonlinear systems with state constraints, the state constraint boundary is either a constant or a time-varying function. In this article, the constraint boundaries both related to state and time are investigated, which makes the design of control algorithm more complex and difficult. Furthermore, by employing the Lyapunov stability analysis, it is proven that all signals in the closed-loop system are bounded and the time-varying full state constraints are not violated. In the end, the effectiveness of the control algorithm is verified by numerical simulation.

Keyword:

Backstepping neural networks (NNs) Adaptive control MIMO communication nonlinear systems full state constraints Nonlinear systems Artificial neural networks Time-varying systems Tools

Author Community:

  • [ 1 ] [Liu, Yan-Jun]Liaoning Univ Technol, Coll Sci, Jinzhou 121001, Peoples R China
  • [ 2 ] [Liu, Lei]Liaoning Univ Technol, Coll Sci, Jinzhou 121001, Peoples R China
  • [ 3 ] [Tong, Shaocheng]Liaoning Univ Technol, Coll Sci, Jinzhou 121001, Peoples R China
  • [ 4 ] [Zhao, Wei]Liaoning Univ Technol, Sch Elect Engn, Jinzhou 121001, Peoples R China
  • [ 5 ] [Li, Dapeng]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 6 ] [Chen, C. L. Philip]South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Guangdong, Peoples R China
  • [ 7 ] [Chen, C. L. Philip]Dalian Maritime Univ, Nav Coll, Dalian 116026, Peoples R China

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Source :

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS

ISSN: 2162-237X

Year: 2021

Issue: 6

Volume: 34

Page: 2732-2741

1 0 . 4 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 204

SCOPUS Cited Count: 218

ESI Highly Cited Papers on the List: 19 Unfold All

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WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

Affiliated Colleges:

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