Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1782312088122687488 |
---|---|
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. |
format | Online Article Text |
id | pubmed-3988918 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT zhangjie robusthfilteringforaclassofcomplexnetworkswithstochasticpacketdropoutsandtimedelays AT lyuming robusthfilteringforaclassofcomplexnetworkswithstochasticpacketdropoutsandtimedelays AT karimihamidreza robusthfilteringforaclassofcomplexnetworkswithstochasticpacketdropoutsandtimedelays AT guopengfei robusthfilteringforaclassofcomplexnetworkswithstochasticpacketdropoutsandtimedelays AT boyuming robusthfilteringforaclassofcomplexnetworkswithstochasticpacketdropoutsandtimedelays |