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Robust filtering for 2-D systems with uncertain-variance noises and weighted try-once-discard protocols

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journal contribution
posted on 2023-02-03, 11:59 authored by Fan Wang, Jinling Liang, James Lam, Jun YangJun Yang, Chang Zhao
The robust filtering problem is tackled for a class of shift-varying two-dimensional systems with uncertain-variance noises under the scheduling of the weighted try-once-discard (WTOD) protocol. The measurements collected from the sensors are transmitted to a remote filter via a shared network. To alleviate the communication burden and obviate the network congestion, the WTOD protocol is adopted to orchestrate the data transmission, where a sensor node is solely permitted to broadcast its information to the remote filter at every transmission step. Moreover, the resilient filter is exploited to regulate the possible gain perturbation. The objective of the addressed problem is to design a robust filter in a recursive structure such that, in the simultaneous presence of the uncertain-variance noises and the WTOD protocol, the minimal upper bounds (UBs) on the filtering error variances (EVs) are developed for the considered system. First, by means of induction and stochastic analysis technique, certain UBs in terms of coupled recursive difference equations are derived for the actual EVs. Then, a proper filter is carefully designed which achieves the minimization of the obtained UBs at each step. Finally, an illustrative example is presented to verify the usefulness of the proposed protocol-based filtering method.

Funding

Research on recursive filtering of two-dimensional time-varying system in network environment

National Natural Science Foundation of China

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Probabilistic Performance Analysis and Synthesis Based on Randomly Generated Incomplete Information

National Natural Science Foundation of China

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National Natural Science Foundation of China, Grant 61933007

Estimation-based Cooperative Control of Networked Systems with Uncertain Parameters

University Grants Committee

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Alexander von Humboldt Foundation

China Postdoctoral Science Foundation under Grant 2022M710683

Jiangsu Funding Program for Excellent Postdoctoral Talent of China under Grant 2022ZB128

Fundamental Research Funds for the Central Universities of China under Grant 2242022R20032

History

School

  • Aeronautical, Automotive, Chemical and Materials Engineering

Department

  • Aeronautical and Automotive Engineering

Published in

IEEE Transactions on Systems, Man, and Cybernetics: Systems

Volume

53

Issue

5

Pages

2914 - 2924

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Version

  • AM (Accepted Manuscript)

Rights holder

© IEEE

Publisher statement

© 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

Acceptance date

2022-10-25

Publication date

2022-11-23

Copyright date

2022

ISSN

2168-2216

eISSN

2168-2232

Language

  • en

Depositor

Dr Jun Yang. Deposit date: 2 February 2023

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