Fan Wang_IEEE SMC_final.pdf (5.17 MB)
Download fileRobust filtering for 2-D systems with uncertain-variance noises and weighted try-once-discard protocols
journal contribution
posted on 2023-02-03, 11:59 authored by Fan Wang, Jinling Liang, James Lam, Jun YangJun Yang, Chang ZhaoThe 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
Find out more...Probabilistic Performance Analysis and Synthesis Based on Randomly Generated Incomplete Information
National Natural Science Foundation of China
Find out more...National Natural Science Foundation of China, Grant 61933007
Estimation-based Cooperative Control of Networked Systems with Uncertain Parameters
University Grants Committee
Find out more...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: SystemsVolume
53Issue
5Pages
2914 - 2924Publisher
Institute of Electrical and Electronics Engineers (IEEE)Version
- AM (Accepted Manuscript)
Rights holder
© IEEEPublisher 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
2022-10-25Publication date
2022-11-23Copyright date
2022ISSN
2168-2216eISSN
2168-2232Publisher version
Language
- en