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Distributed interval state estimation with l∞-gain optimization for cyber-physical systems subject to bounded
Jiyang Xie1, Shuqian Zhu1, Dawei Zhang1
1School of Mathematics, Shandong University, Jinan, Shandong, 250100, China.
This study introduces an attack-resistant distributed interval observer for cyber-physical systems, enhancing real-time monitoring against random stealthy attacks and disturbances.
Area of Science:
- Cyber-physical systems security
- Control theory and applications
- Distributed state estimation
Background:
- Conventional interval observers struggle with real-time monitoring under random stealthy attacks in cyber-physical systems.
- Bounded disturbances and random stealthy attacks pose significant challenges to system state estimation.
- Need for robust observers capable of handling uncertainties and adversarial conditions.
Purpose of the Study:
- To design an attack-resistant distributed interval observer for cyber-physical systems.
- To ensure reliable real-time monitoring despite bounded disturbances and random stealthy attacks.
- To develop methods for estimating state intervals under adversarial conditions.
Main Methods:
- Design of an attack-resistant distributed interval observer utilizing attack frequency and interval attack estimation.
- Modeling of upper- and lower-bounding estimation error systems as positive interconnected systems.
- Formulation of a deterministic positive error system to attenuate disturbance and attack effects.
- Application of linear programming for interval observer design and L∞-gain optimization.
Main Results:
- Successful design of an attack-resistant distributed interval observer.
- Demonstration of effective attenuation of disturbance and attack effects on estimation errors.
- Validation of the observer's performance through remote monitoring of vehicle lateral dynamics.
- Achievement of interval observer design and L∞-gain optimization results via linear programming.
Conclusions:
- The proposed attack-resistant distributed interval observer effectively addresses challenges in cyber-physical systems.
- The method ensures robust real-time monitoring and state estimation under complex disturbances and attacks.
- Numerical verification confirms the practical applicability and performance of the developed observer.
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