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Status已发表Published
TitleFault-Tolerant State Estimation for Markov Jump Neural Networks With Time-Varying Delays
Creator
Date Issued2024-04-01
Source PublicationIEEE Transactions on Circuits and Systems II: Express Briefs
ISSN1549-7747
Volume71Issue:4Pages:2114-2118
Abstract

This brief focuses on the fault-tolerant state estimation for neural networks with Markov jump parameters and time-varying delays. The objective is to estimate the system states regardless of whether sensor faults occur or not. First, an augmented estimation error system is constructed by taking a fault estimation vector into account. Then by selecting a suitable Lyapunov-Krasovskii functional (LKF) and using the integral inequality technique, sufficient conditions that guarantee the H performance of state estimation errors are presented, and the solution of fault-tolerant state estimator are given in terms of linear matrix inequalities (LMIs). The proposed technique is illustrated by a numerical example.

Keywordfault-tolerant state estimation Lyapunov-Krasovskii functional Markov jump neural networks time-varying delays
DOI10.1109/TCSII.2023.3332390
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaEngineering
WOS SubjectEngineering, Electrical & Electronic
WOS IDWOS:001193325900102
Scopus ID2-s2.0-85177037937
Citation statistics
Cited Times:15[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/11474
CollectionFaculty of Science and Technology
Corresponding AuthorYu, Jinpeng
Affiliation
1.The School of Automation, The Shandong Key Laboratory of Industrial Control Technology, Qingdao University, Qingdao, 266071, China
2.The Department of Aeronautical and Automotive Engineering, Loughborough University, Loughborough, LE11 3TU, United Kingdom
3.The Institute of AI and Future Networks, Beijing Normal University, Zhuhai, 519087, China
4.The Guangdong Key Laboratory of AI and MM Data Processing, Guangdong Provincial Key Laboratory IRADS, IAS, DST, BNU-HKBU United International College, Zhuhai, 519087, China
Recommended Citation
GB/T 7714
Lin, Wen Juan,Tan, Guoqiang,Wang, Qing Guoet al. Fault-Tolerant State Estimation for Markov Jump Neural Networks With Time-Varying Delays[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 2024, 71(4): 2114-2118.
APA Lin, Wen Juan, Tan, Guoqiang, Wang, Qing Guo, & Yu, Jinpeng. (2024). Fault-Tolerant State Estimation for Markov Jump Neural Networks With Time-Varying Delays. IEEE Transactions on Circuits and Systems II: Express Briefs, 71(4), 2114-2118.
MLA Lin, Wen Juan,et al."Fault-Tolerant State Estimation for Markov Jump Neural Networks With Time-Varying Delays". IEEE Transactions on Circuits and Systems II: Express Briefs 71.4(2024): 2114-2118.
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