A modified model predictive control method for frequency regulation of microgrids under status feedback attacks and time-delay attacks. (May 2022)
- Record Type:
- Journal Article
- Title:
- A modified model predictive control method for frequency regulation of microgrids under status feedback attacks and time-delay attacks. (May 2022)
- Main Title:
- A modified model predictive control method for frequency regulation of microgrids under status feedback attacks and time-delay attacks
- Authors:
- Chen, Zhengrong
Liu, Zhaoxi
Wang, Lingfeng - Abstract:
- Abstract: As a promising technology to integrate renewable energy and enable decentralized energy management, microgrid (MG) offers an appealing network architecture due to its potential economic, environmental, and technical benefits. However, with the increasing deployment of intelligent devices and the growing network interconnectivity, communication channels and controllers for MGs become more vulnerable to emerging cyber threats. Two types of attacks are considered in this paper, including the data integrity attacks on the system status feedback and time-delay attacks which may disrupt the control of the MGs and lead to adverse consequences. A modified model predictive control (MPC) scheme is proposed for the secondary frequency control of MGs based on the online status switching method and generalized cross correlation (GCC) estimation to detect the real system status and time delay injected to the control system. The Euclidean metric is used in the online status switching method to obtain the real system states. Meanwhile, the GCC based delay estimation is developed to detect and track the time delay posed by attacks in the real-time operation. Case studies under different scenarios of the attacks are conducted, and the simulation results verify the effectiveness of the proposed MPC scheme under the cyberattacks. Highlights: Two types of attacks are considered including data integrity attacks on the system status feedback and time-delay attacks. A modified modelAbstract: As a promising technology to integrate renewable energy and enable decentralized energy management, microgrid (MG) offers an appealing network architecture due to its potential economic, environmental, and technical benefits. However, with the increasing deployment of intelligent devices and the growing network interconnectivity, communication channels and controllers for MGs become more vulnerable to emerging cyber threats. Two types of attacks are considered in this paper, including the data integrity attacks on the system status feedback and time-delay attacks which may disrupt the control of the MGs and lead to adverse consequences. A modified model predictive control (MPC) scheme is proposed for the secondary frequency control of MGs based on the online status switching method and generalized cross correlation (GCC) estimation to detect the real system status and time delay injected to the control system. The Euclidean metric is used in the online status switching method to obtain the real system states. Meanwhile, the GCC based delay estimation is developed to detect and track the time delay posed by attacks in the real-time operation. Case studies under different scenarios of the attacks are conducted, and the simulation results verify the effectiveness of the proposed MPC scheme under the cyberattacks. Highlights: Two types of attacks are considered including data integrity attacks on the system status feedback and time-delay attacks. A modified model predictive control scheme is proposed for the secondary frequency control of microgrids. The Euclidean metric is used in online status switching to obtain the real system states. A generalized cross correlation based estimation method is developed to detect and track the time delay. Case studies under different attack scenarios are conducted. … (more)
- Is Part Of:
- International journal of electrical power & energy systems. Volume 137(2022)
- Journal:
- International journal of electrical power & energy systems
- Issue:
- Volume 137(2022)
- Issue Display:
- Volume 137, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 137
- Issue:
- 2022
- Issue Sort Value:
- 2022-0137-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-05
- Subjects:
- Microgrid -- Secondary frequency regulation -- Cybersecurity -- Model predictive control -- Time-delay estimation
Electrical engineering -- Periodicals
Electric power systems -- Periodicals
Électrotechnique -- Périodiques
Réseaux électriques (Énergie) -- Périodiques
Electric power systems
Electrical engineering
Periodicals
621.3 - Journal URLs:
- http://www.sciencedirect.com/science/journal/01420615 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ijepes.2021.107713 ↗
- Languages:
- English
- ISSNs:
- 0142-0615
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.220000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 20422.xml