NDLI: $$H_{\infty }$$ Estimation for Markovian Jump Neural Networks With Quantization, Transmission Delay and Packet Dropout

Content Provider	Springer Nature Link
Author	Zhuang, Guangming Ma, Qian Xia, Jianwei Zhang, Huasheng
Copyright Year	2015
Abstract	This paper is concerned with the problem of robust $$H_{\infty }$$ estimation for a class of Markovian jump neural networks with norm-bounded parameter uncertainties, time-varying delay and limited communication capacity including signal transmission delay, measurement quantization and data packet dropout, which occur simultaneously in the same networked control system framework. Our objective is to design mode-dependent $$H_{\infty }$$ filter in the network environment in order to ensure the filtering error system is not only exponentially mean-square stable, but also satisfies a prescribed $$H_{\infty }$$ norm level for the limited communication capacity and for all admissible uncertainties. We use the delay system method to deal with signal transmission delay and data packet dropout, utilize the sector bound approach to handle measurement quantization. We also construct a comprehensive stochastic Lyapunov–Krasovskii functional to show the inherent mode-dependent state delays in the neural networks itself and the network-induced signal transmission delay. The free-weighting matrix technique and a set of strict linear matrix inequalities are employed to derive novel conditions for the desired mode-dependent $$H_{\infty }$$ filter. A numerical example is provided to verify the effectiveness and usefulness of the obtained main results.
Starting Page	317
Ending Page	341
Page Count	25
File Format	PDF
ISSN	13704621
Journal	Neural Processing Letters
Volume Number	44
Issue Number	2
e-ISSN	1573773X
Language	English
Publisher	Springer US
Publisher Date	2015-08-04
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Filter design Markovian jump neural networks Time-varying delay Measurement quantization Signal transmission delay Data packet dropout Artificial Intelligence (incl. Robotics) Statistical Physics, Dynamical Systems and Complexity Computational Intelligence
Content Type	Text
Resource Type	Article
Subject	Neuroscience Artificial Intelligence Computer Networks and Communications Software

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Mode and Delay-dependent Stochastic Stability Conditions of Fuzzy Neural Networks with Markovian Jump Parameters

New Criteria on Delay-Dependent Robust Stability for Uncertain Markovian Stochastic Delayed Neural Networks

Dissipativity and Passivity Analysis of Markovian Jump Neural Networks with Two Additive Time-Varying Delays

Robust Stability of Markovian Jump Stochastic Neural Networks with Time Delays in the Leakage Terms

Attractor and Stochastic Boundedness for Stochastic Infinite Delay Neural Networks with Markovian Switching

$$H_\infty $$ state estimation of stochastic neural networks with mixed time-varying delays

Delay-Dependent Robust Exponential Stability of Impulsive Markovian Jumping Reaction-Diffusion Cohen-Grossberg Neural Networks

Guaranteed Cost Stabilization of Time-varying Delay Cellular Neural Networks via Riccati Inequality Approach

Delay Dependent Exponential Stability for Fuzzy Recurrent Neural Networks with Interval Time-Varying Delay

$$H_{\infty }$$ Estimation for Markovian Jump Neural Networks With Quantization, Transmission Delay and Packet Dropout

Similar Documents

Mode and Delay-dependent Stochastic Stability Conditions of Fuzzy Neural Networks with Markovian Jump Parameters

New Criteria on Delay-Dependent Robust Stability for Uncertain Markovian Stochastic Delayed Neural Networks

Dissipativity and Passivity Analysis of Markovian Jump Neural Networks with Two Additive Time-Varying Delays

Robust Stability of Markovian Jump Stochastic Neural Networks with Time Delays in the Leakage Terms

Attractor and Stochastic Boundedness for Stochastic Infinite Delay Neural Networks with Markovian Switching

$$H_\infty $$ state estimation of stochastic neural networks with mixed time-varying delays

Delay-Dependent Robust Exponential Stability of Impulsive Markovian Jumping Reaction-Diffusion Cohen-Grossberg Neural Networks

Guaranteed Cost Stabilization of Time-varying Delay Cellular Neural Networks via Riccati Inequality Approach

Delay Dependent Exponential Stability for Fuzzy Recurrent Neural Networks with Interval Time-Varying Delay

$$H_{\infty }$$ Estimation for Markovian Jump Neural Networks With Quantization, Transmission Delay and Packet Dropout