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Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays

The robust H (∞) filtering problem is investigated for a class of complex network systems which has stochastic packet dropouts and time delays, combined with disturbance inputs. The packet dropout phenomenon occurs in a random way and the occurrence probability for each measurement output node is go...

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Detalles Bibliográficos
Autores principales: Zhang, Jie, Lyu, Ming, Karimi, Hamid Reza, Guo, Pengfei, Bo, Yuming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3988918/
https://www.ncbi.nlm.nih.gov/pubmed/24987738
http://dx.doi.org/10.1155/2014/560234
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author Zhang, Jie
Lyu, Ming
Karimi, Hamid Reza
Guo, Pengfei
Bo, Yuming
author_facet Zhang, Jie
Lyu, Ming
Karimi, Hamid Reza
Guo, Pengfei
Bo, Yuming
author_sort Zhang, Jie
collection PubMed
description The robust H (∞) filtering problem is investigated for a class of complex network systems which has stochastic packet dropouts and time delays, combined with disturbance inputs. The packet dropout phenomenon occurs in a random way and the occurrence probability for each measurement output node is governed by an individual random variable. Besides, the time delay phenomenon is assumed to occur in a nonlinear vector-valued function. We aim to design a filter such that the estimation error converges to zero exponentially in the mean square, while the disturbance rejection attenuation is constrained to a given level by means of the H (∞) performance index. By constructing the proper Lyapunov-Krasovskii functional, we acquire sufficient conditions to guarantee the stability of the state detection observer for the discrete systems, and the observer gain is also derived by solving linear matrix inequalities. Finally, an illustrative example is provided to show the usefulness and effectiveness of the proposed design method.
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spelling pubmed-39889182014-07-01 Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays Zhang, Jie Lyu, Ming Karimi, Hamid Reza Guo, Pengfei Bo, Yuming ScientificWorldJournal Research Article The robust H (∞) filtering problem is investigated for a class of complex network systems which has stochastic packet dropouts and time delays, combined with disturbance inputs. The packet dropout phenomenon occurs in a random way and the occurrence probability for each measurement output node is governed by an individual random variable. Besides, the time delay phenomenon is assumed to occur in a nonlinear vector-valued function. We aim to design a filter such that the estimation error converges to zero exponentially in the mean square, while the disturbance rejection attenuation is constrained to a given level by means of the H (∞) performance index. By constructing the proper Lyapunov-Krasovskii functional, we acquire sufficient conditions to guarantee the stability of the state detection observer for the discrete systems, and the observer gain is also derived by solving linear matrix inequalities. Finally, an illustrative example is provided to show the usefulness and effectiveness of the proposed design method. Hindawi Publishing Corporation 2014 2014-03-27 /pmc/articles/PMC3988918/ /pubmed/24987738 http://dx.doi.org/10.1155/2014/560234 Text en Copyright © 2014 Jie Zhang et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Zhang, Jie
Lyu, Ming
Karimi, Hamid Reza
Guo, Pengfei
Bo, Yuming
Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays
title Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays
title_full Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays
title_fullStr Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays
title_full_unstemmed Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays
title_short Robust H (∞) Filtering for a Class of Complex Networks with Stochastic Packet Dropouts and Time Delays
title_sort robust h (∞) filtering for a class of complex networks with stochastic packet dropouts and time delays
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3988918/
https://www.ncbi.nlm.nih.gov/pubmed/24987738
http://dx.doi.org/10.1155/2014/560234
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