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Rule-Based Detection of False Data Injections Attacks against Optimal Power Flow in Power Systems
1Computer Engineering Department, King Fahd University of Petroleum and Minerals, Dhahran 31261, Saudi Arabia.
This study analyzes False Data Injection Attacks (FDIA) on power systems, showing they can significantly increase generation costs. A new attack strategy and a detection mechanism are proposed to address these cybersecurity vulnerabilities.
Area of Science:
- Electrical Engineering
- Computer Science
- Cybersecurity
Background:
- Modern power systems face increasing cybersecurity threats.
- Vulnerabilities in cyber infrastructure enable adversaries to launch attacks like False Data Injection Attacks (FDIA).
Purpose of the Study:
- Analyze the impact of FDIA on power generation costs and physical components.
- Introduce a novel FDIA strategy to maximize generation costs.
- Propose a detection and prevention mechanism for FDIA.
Main Methods:
- Simulations on standard IEEE bus systems using MATPOWER.
- Utilized Genetic Algorithm (GA), Simulated Annealing (SA), Tabu Search (TS), and Particle Swarm Optimization (PSO) for attack execution.
- Developed a rule-based FDIA detection and prevention mechanism.
Main Results:
- FDIA increased generation costs by up to 15.6% (6-bus), 45.1% (9-bus), 60.12% (30-bus), and 74.02% (118-bus).
- The proposed FDIA strategy effectively maximized generation costs in simulations.
- The rule-based mechanism demonstrated potential for mitigating FDIA.
Conclusions:
- FDIA pose a significant threat to power system economics and stability.
- Advanced optimization algorithms can be leveraged for sophisticated cyber attacks.
- Effective detection and prevention strategies are crucial for securing power systems.
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