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Distributed event-triggered H∞ filtering over sensor networks with sensor saturations and cyber-attacks.
Jinliang Liu1, Yuanyuan Gu2, Jie Cao2
1College of Information Engineering, Nanjing University of Finance and Economics, Nanjing, Jiangsu, PR China; Collaborative Innovation Center for Modern Grain Circulation and Safety, Nanjing, Jiangsu, PR China.
This study introduces distributed event-triggered H∞ filtering for sensor networks facing sensor saturation and cyber-attacks. The developed filters ensure system stability and H∞ performance, validated by examples.
Area of Science:
- Control Systems Engineering
- Networked Systems Security
- Signal Processing
Background:
- Sensor networks are vulnerable to sensor saturation and cyber-attacks, compromising data integrity and system performance.
- Event-triggered filtering strategies are crucial for efficient data transmission in distributed systems.
- Robust filtering is essential to maintain system stability and performance under disturbances.
Purpose of the Study:
- To develop a distributed event-triggered H∞ filter for sensor networks with sensor saturations and cyber-attacks.
- To establish sufficient conditions for asymptotic stability and H∞ performance of the filtering error system.
- To derive explicit expressions for the distributed H∞ filters and event-triggering parameters.
Main Methods:
- Formulation of a distributed event-triggered filtering error system incorporating sensor saturation and cyber-attacks.
- Application of Lyapunov stability theory to derive conditions for asymptotic stability and H∞ performance.
- Solution of linear matrix inequalities (LMIs) to obtain explicit filter designs and event-triggering weighting matrices.
Main Results:
- A novel distributed event-triggered H∞ filter design is presented.
- Sufficient conditions for guaranteed asymptotic stability and H∞ performance are derived.
- Explicit expressions for the filters and event-triggering parameters are obtained via LMIs.
Conclusions:
- The proposed distributed event-triggered H∞ filters effectively address sensor saturation and cyber-attacks in sensor networks.
- The developed method ensures system stability and achieves the desired H∞ performance.
- The practical utility of the designed filters is demonstrated through simulation examples.
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