Fault Reconstruction Algorithm for Fractional-Order Nonlinear Switching Systems Based on Optimal Fault-Tolerant Control

In this article, a novel fault reconstruction algorithms for fractional-order nonlinear switching systems (FONSSs) with actuator and sensor faults are investigated. First, fractional-order nonlinear system (FONS) with faults, is transformed into two fast and slow subsystems using global differential homogeneous transformation, one of which is unaffected by the fault and the state is partially observable; the other subsystem is affected by the fault but the state is fully observable. After that, it is introduced for the first time that persistent dwell-time (PDT) switching is taken into consideration in the design process of the observer for FONSS, which overcomes the transient problem of the switching moment and ensures the stability of the error dynamics equations of the two fast and slow subsystems. In addition, to eliminate the impact of faults, an optimal adaptive fault-tolerant control strategy based on actor-critic architecture NN are designed to effectively compensate. Finally, the effectiveness of the proposed control strategy is verified by simulation results.

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Publication Details

Journal
IEEE Transactions on Cybernetics
Published
2024-08-19
DOI
https://doi.org/10.1109/tcyb.2024.3426622
Citations
10
Primary Topic
Advanced Algorithms and Applications
Type
article
Field-Weighted Citation Impact
3.28

Funders

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article

Fault Reconstruction Algorithm for Fractional-Order Nonlinear Switching Systems Based on Optimal Fault-Tolerant Control

Wenyue Zhao, Yuqing Yan, Mei Li, Huaguang Zhang
10 citations
IEEE Transactions on Cybernetics
Advanced Algorithms and Applications
3.28
article

Fault Reconstruction Algorithm for Fractional-Order Nonlinear Switching Systems Based on Optimal Fault-Tolerant Control

Wenyue Zhao, Yuqing Yan, Mei Li, Huaguang Zhang
article en
10 citations

Abstract

In this article, a novel fault reconstruction algorithms for fractional-order nonlinear switching systems (FONSSs) with actuator and sensor faults are investigated. First, fractional-order nonlinear system (FONS) with faults, is transformed into two fast and slow subsystems using global differential homogeneous transformation, one of which is unaffected by the fault and the state is partially observable; the other subsystem is affected by the fault but the state is fully observable. After that, it is introduced for the first time that persistent dwell-time (PDT) switching is taken into consideration in the design process of the observer for FONSS, which overcomes the transient problem of the switching moment and ensures the stability of the error dynamics equations of the two fast and slow subsystems. In addition, to eliminate the impact of faults, an optimal adaptive fault-tolerant control strategy based on actor-critic architecture NN are designed to effectively compensate. Finally, the effectiveness of the proposed control strategy is verified by simulation results.

IEEE Transactions on CyberneticsVol. 54(10)
First Hospital of China Medical University (CN), State Key Laboratory of Synthetical Automation for Process Industries, China Medical University (CN), Northeastern University (CN)
National Natural Science Foundation of China, Liaoning Revitalization Talents Program, National Key Research and Development Program of China
Climate action
Openalex Percentile: Top 8%
Advanced Algorithms and Applications
3.28
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