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H∞ filtering for nonlinearly coupled complex networks subjected to unknown varying delays and multiple fading measurements
- Source :
- ISA Transactions. 120:43-54
- Publication Year :
- 2022
- Publisher :
- Elsevier BV, 2022.
-
Abstract
- In this paper, the robust filtering problem for uncertain complex networks with time-varying state delay and stochastic nonlinear coupling based on H ∞ performance criterion is studied. The random connections of coupling nodes are represented by utilizing independent random variables and the multiple fading measurements phenomenon is characterized by introducing diagonal matrices with independent stochastic elements. Moreover, the probabilistic time-varying delays in the measurement outputs are described by white sequences with the Bernoulli distributions. Furthermore, All system’s matrices are supposed to have uncertainty and a quadratic bound is assumed for nonlinear part of the network. This bound can be obtained by solving a sum of squares (SOS) optimization problem. By applying the Lyapunov theory, we design a robust filter for each node of the network so that the filtering error system is asymptomatically stable and the H ∞ performances are met. Then, the parameters of the filters are achieved by solving a linear matrix inequality (LMI) feasibility problem. Finally, the applicability and performance of the proposed H ∞ filtering approach are demonstrated via a practical example.
- Subjects :
- Lyapunov function
0209 industrial biotechnology
Optimization problem
Applied Mathematics
020208 electrical & electronic engineering
Linear matrix inequality
Explained sum of squares
02 engineering and technology
Computer Science Applications
Nonlinear system
symbols.namesake
020901 industrial engineering & automation
Control and Systems Engineering
Diagonal matrix
0202 electrical engineering, electronic engineering, information engineering
symbols
Applied mathematics
Fading
Electrical and Electronic Engineering
Instrumentation
Random variable
Mathematics
Subjects
Details
- ISSN :
- 00190578
- Volume :
- 120
- Database :
- OpenAIRE
- Journal :
- ISA Transactions
- Accession number :
- edsair.doi...........03b34cf2e0ad134035f231e5fecaa0ff
- Full Text :
- https://doi.org/10.1016/j.isatra.2021.03.008