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Decentralized optimal H∞ fusion estimation for multi-sensor networked systems with two-channel hybrid attacks.
1School of Electronic Engineering, Heilongjiang University, Harbin 150080, China.
This study addresses secure decentralized optimal H∞ fusion estimation in networked systems facing hybrid attacks. It develops a robust filter outperforming individual local filters for enhanced system security and performance.
Area of Science:
- Control Systems Engineering
- Networked Systems Security
- Estimation Theory
Background:
- Networked systems are vulnerable to hybrid attacks (deception and denial-of-service) on communication channels.
- Ensuring reliable estimation in the presence of such attacks is critical for system performance and security.
Purpose of the Study:
- To develop a decentralized optimal H∞ fusion estimation method for multi-sensor networked systems under hybrid attacks.
- To enhance the robustness and performance of estimation algorithms in insecure communication environments.
Main Methods:
- A novel augmentation method is used to model hybrid attacks using Bernoulli distributed random variables.
- Sufficient conditions for H∞ performance and exponential mean-square stability are derived.
- Linear Matrix Inequality (LMI) techniques are employed to design the optimal fusion filter.
Main Results:
- The proposed method effectively handles simultaneous stochastic deception and denial-of-service attacks.
- The derived conditions guarantee the stability and H∞ performance of the estimation error systems.
- The designed decentralized optimal H∞ fusion filter achieves superior performance compared to local filters.
Conclusions:
- The developed decentralized optimal H∞ fusion estimation strategy is effective against hybrid network attacks.
- The approach provides a robust solution for secure estimation in multi-sensor networked systems.
- Validation on a civil aircraft system confirms the practical applicability and effectiveness of the proposed algorithms.
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