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Output-Constrained Secured Tracking Control for Distributed Cyber-Physical Systems Against FDI Attacks
IEEE Transactions on Cybernetics
|March 4, 2025
Summary
This study introduces a barrier tracking error (BTE) for networked cyber-physical systems (CPSs) to handle output constraints under malicious false data injection (FDI) attacks. A novel neural network-based controller ensures system stability and reduces communication load.
Area of Science:
- Control Systems Engineering
- Cyber-Physical Systems Security
- Networked Systems
Background:
- Networked cyber-physical systems (CPSs) face challenges from system uncertainties and malicious false data injection (FDI) attacks.
- Existing control strategies often struggle with output constraints, especially when reference signals violate these constraints.
- False data injection attacks are designed to deliberately cause system failures by violating output constraints.
Purpose of the Study:
- To address the distributed tracking problem in networked CPSs under FDI attacks and output constraints.
- To introduce a novel barrier tracking error (BTE) concept to manage systems where reference signals may violate constraints.
- To develop a robust and efficient control strategy that mitigates the impact of FDI attacks and reduces communication overhead.
Main Methods:
- Development of a new metric, the barrier tracking error (BTE), applicable to conventional control schemes.
- Design of a nonsingular finite-time controller utilizing backstepping techniques and neural networks.
- Implementation of an event-triggered quantized control strategy to optimize channel and actuator usage.
Main Results:
- The proposed barrier tracking error (BTE) effectively handles output constraints, even when reference signals violate them.
- The neural network-based finite-time controller demonstrates robustness against malicious FDI attacks.
- The event-triggered quantized control strategy significantly reduces communication and actuator burdens.
Conclusions:
- The barrier tracking error (BTE) offers a flexible approach to incorporate output constraints into various control systems.
- The developed controller ensures finite-time stability for networked CPSs facing uncertainties and FDI attacks.
- The study provides a practical solution for secure and efficient control of networked CPSs.
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