JOURNAL ARTICLE

Adaptive neural boundary control for state constrained flexible manipulators

Xing‐Yu ZhangYuan‐Xin Li

Year: 2023 Journal:   International Journal of Adaptive Control and Signal Processing Vol: 37 (8)Pages: 2184-2203   Publisher: Wiley

Abstract

Summary This article discusses the adaptive neural tracking control issue for a flexible manipulator system with time‐varying full‐state constraints. First, the flexible manipulator system is modeled using partial differential equations with boundary conditions. Second, neural network techniques are used to deal with unknown nonlinear functions. Based on the backstepping technique, an adaptive neural boundary controller is developed that effectively suppresses the effects of input saturation. Moreover, the construction of the asymmetric time‐varying barrier Lyapunov function guarantees that the full‐state constraints of the system are met and that the closed‐loop system signals remain bounded. Finally, simulations are performed, and the results demonstrate the efficacy of the proposed approach.

Keywords:
Backstepping Control theory (sociology) Artificial neural network Nonlinear system Bounded function Lyapunov function Boundary (topology) Controller (irrigation) Adaptive control Computer science Control engineering Control (management) Mathematics Engineering Artificial intelligence

Metrics

3
Cited By
0.75
FWCI (Field Weighted Citation Impact)
44
Refs
0.66
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Adaptive Control of Nonlinear Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Stability and Controllability of Differential Equations
Physical Sciences →  Engineering →  Control and Systems Engineering
Control and Stability of Dynamical Systems
Physical Sciences →  Engineering →  Control and Systems Engineering

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