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Online decentralized parameter estimation of structural systems using asynchronous data
Ke Huang; Ka-Veng Yuen
2020-11
Source PublicationMechanical Systems and Signal Processing
ISSN0888-3270
Volume145
Abstract

This paper presents an online decentralized parameter estimation approach for structural systems using asynchronous data. This is motivated by the problems encountered in practice where data asynchronism from wireless sensor networks is inevitable. The proposed method performs first online decentralized parameter estimation at each sensor node. Then, only the condensed local model parameter estimation results are transmitted to the base station for fusion in order to obtain reliable global estimations. The proposed approach utilizes the fact that local model parameter estimation is insensitive to asynchronism of different sensor nodes because the local parameter estimation uses only data from its own node. Furthermore, the locally updated model parameters to be fused at the base station are insensitive to asynchronism. The proposed approach provides a simple but reliable framework for online parameter estimation of structural systems using asynchronous data directly. Furthermore, the proposed method requires neither a model of asynchronism nor estimation of the time shifts among different sensor nodes. Finally, examples using truss and bridge models are utilized to demonstrate the proposed framework. Comparison with conventional centralized identification results is also presented.

KeywordParameter Estimation Decentralized Identification Online Identification Bayesian Fusion Time Asynchronization
DOI10.1016/j.ymssp.2020.106933
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaEngineering
WOS SubjectEngineering, Mechanical
WOS IDWOS:000540834900036
PublisherACADEMIC PRESS LTD- ELSEVIER SCIENCE LTD, 24-28 OVAL RD, LONDON NW1 7DX, ENGLAND
Scopus ID2-s2.0-85084341614
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Cited Times [WOS]:5   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionFaculty of Science and Technology
Corresponding AuthorKa-Veng Yuen
AffiliationState Key Laboratory of Internet of Things for Smart City and Department of Civil and Environmental Engineering,University of Macau,Macao,999078,Macao
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Ke Huang,Ka-Veng Yuen. Online decentralized parameter estimation of structural systems using asynchronous data[J]. Mechanical Systems and Signal Processing,2020,145.
APA Ke Huang,&Ka-Veng Yuen.(2020).Online decentralized parameter estimation of structural systems using asynchronous data.Mechanical Systems and Signal Processing,145.
MLA Ke Huang,et al."Online decentralized parameter estimation of structural systems using asynchronous data".Mechanical Systems and Signal Processing 145(2020).
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