Bi-level mixed-integer linear programming algorithm for evaluating the impact of load-redistribution attacks on Volt-VAR optimization in high- and medium-voltage distribution systems
•A bi-level framework of load-redistribution attacks on VVO in an HMVDS is proposed.•A BMILP model to evaluate the impact of the load-redistribution attacks is developed.•An RBRD algorithm is designed and applied to solve the BMILP model.•Results show the impact of the attacks and the effectiveness...
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Published in | International journal of electrical power & energy systems Vol. 128; p. 106683 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
Elsevier Ltd
01.06.2021
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Online Access | Get full text |
ISSN | 0142-0615 1879-3517 |
DOI | 10.1016/j.ijepes.2020.106683 |
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Abstract | •A bi-level framework of load-redistribution attacks on VVO in an HMVDS is proposed.•A BMILP model to evaluate the impact of the load-redistribution attacks is developed.•An RBRD algorithm is designed and applied to solve the BMILP model.•Results show the impact of the attacks and the effectiveness of the proposed method.
The increasing integration of distributed generators into distribution systems (DSs) poses significant challenges to the stable operation and cyber-physical security of integrated high- and medium-voltage distribution system (HMVDS), leaving Volt-VAR optimization (VVO) vulnerable to load-redistribution attacks. This study focused on VVO in an HMVDS subject to the load-redistribution attack. The VVO under load-redistribution attack was formulated as a single-leader-multi-follower bi-level mixed-integer linear programming (BMILP) model that captured the interaction between the attacker and DS operators. The attacker in the upper level aimed to maximize voltage deviations and load curtailment through load-redistribution attack, while the DS operators aimed to minimize the voltage deviations in the lower levels. A relaxation-based bi-level reformulation and decomposition algorithm was designed to solve the BMILP model through replacing each mixed-integer linear programming lower-level problem with multiple linear programming lower-level problems, and using nonnegative relaxation variables and penalty functions to ensure equivalence. Finally, case studies on a constructed HMVDS and a real-world HMVDS were conducted to illustrate the impact of load-redistribution attacks on VVO and verify the effectiveness of the proposed methods. |
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AbstractList | •A bi-level framework of load-redistribution attacks on VVO in an HMVDS is proposed.•A BMILP model to evaluate the impact of the load-redistribution attacks is developed.•An RBRD algorithm is designed and applied to solve the BMILP model.•Results show the impact of the attacks and the effectiveness of the proposed method.
The increasing integration of distributed generators into distribution systems (DSs) poses significant challenges to the stable operation and cyber-physical security of integrated high- and medium-voltage distribution system (HMVDS), leaving Volt-VAR optimization (VVO) vulnerable to load-redistribution attacks. This study focused on VVO in an HMVDS subject to the load-redistribution attack. The VVO under load-redistribution attack was formulated as a single-leader-multi-follower bi-level mixed-integer linear programming (BMILP) model that captured the interaction between the attacker and DS operators. The attacker in the upper level aimed to maximize voltage deviations and load curtailment through load-redistribution attack, while the DS operators aimed to minimize the voltage deviations in the lower levels. A relaxation-based bi-level reformulation and decomposition algorithm was designed to solve the BMILP model through replacing each mixed-integer linear programming lower-level problem with multiple linear programming lower-level problems, and using nonnegative relaxation variables and penalty functions to ensure equivalence. Finally, case studies on a constructed HMVDS and a real-world HMVDS were conducted to illustrate the impact of load-redistribution attacks on VVO and verify the effectiveness of the proposed methods. |
ArticleNumber | 106683 |
Author | Liu, Mingbo Xu, Lixin Shen, Zhijun Lu, Wentian |
Author_xml | – sequence: 1 givenname: Zhijun surname: Shen fullname: Shen, Zhijun organization: School of Electric Power Engineering, South China University of Technology, Guangzhou 510640, China – sequence: 2 givenname: Mingbo surname: Liu fullname: Liu, Mingbo email: epmbliu@scut.edu.cn organization: School of Electric Power Engineering, South China University of Technology, Guangzhou 510640, China – sequence: 3 givenname: Lixin surname: Xu fullname: Xu, Lixin email: xulixin@scut.edu.cn organization: Department of Electronic Business, South China University of Technology, Guangzhou 510640, China – sequence: 4 givenname: Wentian surname: Lu fullname: Lu, Wentian email: hnlgtiantian@163.com organization: School of Electric Power Engineering, South China University of Technology, Guangzhou 510640, China |
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Keywords | Load-redistribution attack Volt-VAR optimization High- and medium-voltage distribution system Bi-level mixed-integer linear programming Relaxation-based bi-level reformulation and decomposition |
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Snippet | •A bi-level framework of load-redistribution attacks on VVO in an HMVDS is proposed.•A BMILP model to evaluate the impact of the load-redistribution attacks is... |
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SubjectTerms | Bi-level mixed-integer linear programming High- and medium-voltage distribution system Load-redistribution attack Relaxation-based bi-level reformulation and decomposition Volt-VAR optimization |
Title | Bi-level mixed-integer linear programming algorithm for evaluating the impact of load-redistribution attacks on Volt-VAR optimization in high- and medium-voltage distribution systems |
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