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Generalized State Estimation for Markovian Coupled Networks Under Round-Robin Protocol and Redundant Channels
IEEE Transactions on Cybernetics
|July 12, 2018
Summary
This study addresses state estimation for Markovian coupled networks using redundant channels and round-robin protocol (RRP). It ensures an extended stochastic dissipativity property for improved network reliability and data integrity.
Area of Science:
- Control Systems Engineering
- Networked Systems
- Stochastic Systems
Background:
- Investigates generalized state estimation for Markovian coupled networks.
- Addresses challenges like random coupling, packet dropouts, and quantization.
- Considers the round-Robin protocol (RRP) and redundant channels for robust communication.
Purpose of the Study:
- To design an estimator ensuring the extended (Ω1,Ω2,Ω3) - γ -stochastic dissipativity property.
- To enhance the reliability and accuracy of state estimation in complex networked systems.
- To mitigate issues arising from network-induced phenomena.
Main Methods:
- Utilizes an extended dissipative property framework.
- Employs Lyapunov-Krasovskii methodology and Kronecker product.
- Applies an improved matrix decoupling approach and convex optimization.
Main Results:
- Establishes sufficient conditions for the desired extended stochastic dissipativity property.
- Demonstrates the effectiveness of the proposed estimator design.
- Validates the approach through an illustrative example.
Conclusions:
- The proposed method provides a robust solution for state estimation in Markovian coupled networks.
- The integration of RRP and redundant channels enhances network resilience.
- The findings contribute to the advancement of reliable networked control systems.
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