학술논문

Detection of Cyber Attacks in Grid-Tied PV Systems Using Dynamic Watermarking
Document Type
Periodical
Source
IEEE Transactions on Industry Applications IEEE Trans. on Ind. Applicat. Industry Applications, IEEE Transactions on. 60(1):819-827 Jan, 2024
Subject
Power, Energy and Industry Applications
Signal Processing and Analysis
Fields, Waves and Electromagnetics
Components, Circuits, Devices and Systems
Watermarking
Inverters
Sensors
Sensor systems
Computational modeling
Data models
Control systems
Cyber-physical system
cybersecurity
digital watermarking signal (DWS)
dynamic watermarking
malicious sensors
maximum power point tracking (MPPT)
solar-rich distribution systems
Language
ISSN
0093-9994
1939-9367
Abstract
In this article an active defense mechanism for detecting cyber-attacks on a grid-tied PV system is discussed. The proposed defense mechanism introduces a unique random signal termed as “watermark” into the control inputs of the grid-tied inverter system. The watermark signal is then shown to propagate via the switching inverter and its components and appear in all of the measurement data employed to control the system. The proposed approach employs the measured data to construct a system identification model, followed by two statistical tests (Test-1 and Test-2) that are designed to accurately flag cyber-attacks. The proposed approach is shown to rapidly detect any malicious manipulation of measurement data such as false data injection, record and replay, etc. from malicious actors that would like to gain control of the the grid tied inverter and/or disturb its operation to potentially cause greater damage to the grid. The robustness of the proposed active defense mechanism is tested and validated with several attack scenarios implemented on a 3 kW laboratory grid tied PV system.