JOURNAL ARTICLE

Adaptive event‐triggered fault detection for nonlinear positive semi‐Markov jump systems

Qiang LiJunfeng ZhangPeng Lin

Year: 2022 Journal:   International Journal of Adaptive Control and Signal Processing Vol: 36 (11)Pages: 2677-2700   Publisher: Wiley

Abstract

Summary This article investigates the asynchronous fault detection filter of nonlinear positive semi‐Markov jump systems with disturbances and actuator faults based on adaptive event‐triggering scheme. First, an adaptive event‐triggering strategy in the linear form is presented and a framework on the fault detection filter is established. Then, a hidden semi‐Markov model is introduced to describe the asynchronous phenomenon between the original system and the filter and thus an augmented fault detection system is constructed. Using stochastic Lyapunov functions and linear programming, the filter gains are determined for guaranteeing the positivity and stochastic stability with hybrid performance. Compared with existing results, the novelties of the proposed design lie in: (i) a new adaptive event‐triggered strategy is constructed, which improves the existing static one, (ii) an adaptive event‐triggered asynchronous filter is proposed for the underlying systems, (iii) hybrid gain performances of the filter are obtained with respect to the disturbance and fault, and (iv) a linear programming‐based computation method is given to determine the filter gains. Finally, one illustrate example is provided to verify the validity of the results in this article.

Keywords:
Control theory (sociology) Filter (signal processing) Fault detection and isolation Computer science Kernel adaptive filter Lyapunov function Nonlinear system Fault (geology) Markov chain Adaptive filter Asynchronous communication Event (particle physics) Filter design Actuator Algorithm Artificial intelligence Machine learning

Metrics

7
Cited By
1.04
FWCI (Field Weighted Citation Impact)
47
Refs
0.72
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Stability and Control of Uncertain Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Neural Networks Stability and Synchronization
Physical Sciences →  Computer Science →  Computer Networks and Communications

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