Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delays

The event-triggered predictor design problem for a class of nonlinear MIMO systems with large time delays is investigated in this paper. A periodic event-triggered mechanism is designed to avoid unnecessary data transmission and save communication energy. The triggering condition is only determined...

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Main Authors: Shaobo Shen, Haochen Zhang, Tao Li, Aiguo Song
Format: Article
Language:English
Published: SAGE Publishing 2025-08-01
Series:Measurement + Control
Online Access:https://doi.org/10.1177/00202940241285809
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author Shaobo Shen
Haochen Zhang
Tao Li
Aiguo Song
author_facet Shaobo Shen
Haochen Zhang
Tao Li
Aiguo Song
author_sort Shaobo Shen
collection DOAJ
description The event-triggered predictor design problem for a class of nonlinear MIMO systems with large time delays is investigated in this paper. A periodic event-triggered mechanism is designed to avoid unnecessary data transmission and save communication energy. The triggering condition is only determined by sampled outputs of the system, such that it is applicable in case of the communication delay. Then a novel observer-based cascade predictor is proposed to reconstruct the original system state based on the delayed and event-triggered measurements, which is composed of a continuous-discrete observer and several sub-predictors in a chain structure. The stability of proposed predictor is analyzed through the Lyapunov approach. By using a sufficient number of sub-predictors and applying appropriate parameters, the prediction errors converge to bounded regions exponentially under large time delays. Finally, simulations are performed to verify the effectiveness of the proposed predictor and the event-triggered communication mechanism.
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institution Kabale University
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publishDate 2025-08-01
publisher SAGE Publishing
record_format Article
series Measurement + Control
spelling doaj-art-0687b62ff4904f85a487f1ca658f243d2025-08-20T03:51:29ZengSAGE PublishingMeasurement + Control0020-29402025-08-015810.1177/00202940241285809Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delaysShaobo Shen0Haochen Zhang1Tao Li2Aiguo Song3School of Microelectronics and Control Engineering, Changzhou University, Changzhou, ChinaCollege of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, ChinaSchool of Automation Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, ChinaSchool of Instrument Science and Engineering, Southeast University, Nanjing, ChinaThe event-triggered predictor design problem for a class of nonlinear MIMO systems with large time delays is investigated in this paper. A periodic event-triggered mechanism is designed to avoid unnecessary data transmission and save communication energy. The triggering condition is only determined by sampled outputs of the system, such that it is applicable in case of the communication delay. Then a novel observer-based cascade predictor is proposed to reconstruct the original system state based on the delayed and event-triggered measurements, which is composed of a continuous-discrete observer and several sub-predictors in a chain structure. The stability of proposed predictor is analyzed through the Lyapunov approach. By using a sufficient number of sub-predictors and applying appropriate parameters, the prediction errors converge to bounded regions exponentially under large time delays. Finally, simulations are performed to verify the effectiveness of the proposed predictor and the event-triggered communication mechanism.https://doi.org/10.1177/00202940241285809
spellingShingle Shaobo Shen
Haochen Zhang
Tao Li
Aiguo Song
Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delays
Measurement + Control
title Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delays
title_full Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delays
title_fullStr Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delays
title_full_unstemmed Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delays
title_short Event-triggered cascade predictor for a class of nonlinear MIMO systems with large communication delays
title_sort event triggered cascade predictor for a class of nonlinear mimo systems with large communication delays
url https://doi.org/10.1177/00202940241285809
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