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Published on: February 14, 2025
Network-Aware Control Barrier Functions for Resilient Microgrids Under Stealthy Drift Attacks
Mordecai Opoku Ohemeng1, Frederick T Sheldon1
1Department of Computer Science, University of Idaho, Moscow, ID 83843, USA.
This study presents a new safety architecture for inverter-dominated microgrids, enhancing resilience against cyber-physical drift attacks. The system uses physics-informed control barrier functions to ensure grid stability despite network delays and disturbances.
Area of Science:
- Electrical Engineering
- Control Systems
- Cybersecurity
Background:
- Inverter-dominated microgrids face significant risks from stealthy cyber-physical drift attacks.
- These attacks, characterized by low-amplitude, slow perturbations, can degrade voltage and cause grid collapse, bypassing traditional security measures.
Purpose of the Study:
- To introduce a resilient, delay-aware supervisory control architecture for microgrids.
- To act as an online safety shield at the actuator interface, mitigating cyber-physical drift attacks.
Main Methods:
- Physics-informed Control Barrier Functions (CBFs) were constructed by modeling nonlinear power-flow and communication topologies.
- Structural electrical invariants from the nodal admittance matrix (Ybus) were embedded into the CBFs.
- Heterogeneous, time-varying network delays were incorporated into safety constraints, with a threat-adaptive modulation loop.
Main Results:
- The closed-loop tracking error was proven to be Input-to-State Stable (ISS) under drift attacks and network latencies using a Lyapunov-Krasovskii functional.
- Simulations on an IEEE 14-bus test feeder showed consistent enforcement of safety margins and reduced voltage violations.
- The architecture effectively bounded system trajectories and prevented voltage collapse under coordinated sub-threshold attacks.
Conclusions:
- The developed architecture establishes a scalable, cross-layer safety framework for resilient distribution systems.
- It offers enhanced protection against sophisticated cyber-physical attacks in inverter-dominated microgrids.
- The approach demonstrates effectiveness in maintaining grid stability and preventing voltage collapse under adversarial conditions.
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