JOURNAL ARTICLE

Adaptive observer-based fault detection and active tolerant control for unmanned aerial vehicles attitude system

Lijia CaoYu TangZhang Guo

Year: 2019 Journal:   IFAC-PapersOnLine Vol: 52 (24)Pages: 47-52   Publisher: Elsevier BV

Abstract

A robust adaptive observer combined with radial basis function neural network (RBFNN) is designed for the unmanned aerial vehicles (UAVs) fault-detection system is proposed in this paper. Firstly, the fault dynamics model with unknown disturbance of the unmanned aerial vehicle's attitude system is established, and a robust adaptive observer combined with radial basis function neural network is designed for the vehicle's fault-detection, then, the detected fault combined with a robust controller is applied to design the fault-tolerant controller. In the end, the stability and effective of the fault detection and tolerant system is proved by Lyapunov theory and simulation.

Keywords:
Control theory (sociology) Fault detection and isolation Lyapunov function Observer (physics) Fault tolerance Computer science Control engineering Radial basis function Artificial neural network Controller (irrigation) Lyapunov stability Robustness (evolution) Fault (geology) Engineering Artificial intelligence Control (management) Actuator Nonlinear system

Metrics

23
Cited By
1.98
FWCI (Field Weighted Citation Impact)
14
Refs
0.87
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Adaptive Control of Nonlinear Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering

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