JOURNAL ARTICLE

Event-Triggered Distributed Moving Horizon State Estimation of Linear Systems

Xunyuan YinBiao Huang

Year: 2022 Journal:   IEEE Transactions on Systems Man and Cybernetics Systems Vol: 52 (10)Pages: 6439-6451   Publisher: Institute of Electrical and Electronics Engineers

Abstract

In this article, an event-triggered distributed state estimation mechanism is proposed for general linear systems that comprise several subsystems. Two distributed moving horizon estimation (MHE) algorithms that can handle constraints on disturbances and noise are proposed. An event scheduler is exploited to govern the evaluation of the estimators and networked information exchange between the plant and the estimators, such that good estimates can be provided while both the usage of processors and networked communication frequency can be reduced. The estimation error provided by the event-triggered estimation mechanism is proven to be convergent and bounded. A numerical example and a chemical process example are used to verify the effectiveness and applicability of the proposed method.

Keywords:
Estimator Computer science Noise (video) Estimation Event (particle physics) Bounded function Process (computing) State (computer science) Linear system Distributed computing Control theory (sociology) Real-time computing Mathematical optimization Algorithm Mathematics Engineering Artificial intelligence Control (management) Statistics

Metrics

33
Cited By
4.93
FWCI (Field Weighted Citation Impact)
51
Refs
0.94
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Control Systems Optimization
Physical Sciences →  Engineering →  Control and Systems Engineering
Fault Detection and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Stability and Control of Uncertain Systems
Physical Sciences →  Engineering →  Control and Systems Engineering

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