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1.新能源电力系统国家重点实验室(华北电力大学),北京市 102206
2.国家电网有限公司国家电力调度控制中心,北京市 100031
Received:31 March 2020,
Revised:2020-08-02,
Published Online:30 October 2020,
Published:10 February 2021
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徐飞阳,薛安成,常乃超等.电力系统自动发电控制网络攻击与防御研究现状与展望[J].电力系统自动化,2021,45(3):3-14.
XU Feiyang,XUE Ancheng,CHANG Naichao,et al.Research Status and Prospect of Cyber Attack and Defense on Automatic Generation Control in Power System[J].Automation of Electric Power Systems,2021,45(3):3-14.
徐飞阳,薛安成,常乃超等.电力系统自动发电控制网络攻击与防御研究现状与展望[J].电力系统自动化,2021,45(3):3-14. DOI: 10.7500/AEPS20200331013.
XU Feiyang,XUE Ancheng,CHANG Naichao,et al.Research Status and Prospect of Cyber Attack and Defense on Automatic Generation Control in Power System[J].Automation of Electric Power Systems,2021,45(3):3-14. DOI: 10.7500/AEPS20200331013.
电力系统网络层与物理层的深度耦合使得电力系统遭受网络攻击的风险不断上升。自动发电控制(AGC)系统是电力系统少数的人员干预较少的闭环控制系统之一,其对于维持电力系统最基本的功率平衡、频率稳定有重要作用。现有研究表明,网络攻击可以改变AGC的控制效果,甚至破坏电力系统。针对AGC的网络攻击引起了各界的广泛关注。鉴于此,文中从攻击形式、攻击变量、攻击检测与防御角度,总结归纳了AGC系统网络攻击的研究现状,分析了典型的攻击及防御案例,并讨论了针对AGC系统网络攻防的措施。最后,对AGC系统网络攻击与防御的后续研究方向进行了展望。
The deep coupling between the network layer and the physical layer of the power system increases the risk of cyber attacks. The automatic generation control (AGC) system is one of the few closed-loop control system in the power system with less human intervention. It plays an important role in maintaining the balance of active power and the stability of frequency in power systems. Existing studies show that cyber-attacks can deteriorate the control effect of AGC and even cause collapse of the power system. Consequently
the cyber attack against AGC has attracted widespread attention in various fields. In view of this
this paper summarizes the research status of cyber attacks against the AGC system from the perspective of attack forms
attack variables
attack detection and defense. The typical cyber attacks and defense cases are analyzed
and the countermeasures against cyber attacks on the AGC system are discussed. Finally
the future research directions of defense against cyber attack and defense of the AGC system are prospected.
杨挺 , 翟峰 , 赵英杰 , 等 . 泛在电力物联网释义与研究展望 [J]. 电力系统自动化 , 2019 , 43 ( 13 ): 9 - 20 .
YANG Ting , ZHAI Feng , ZHAO Yingjie , et al . Explanation and prospect of ubiquitous electric power Internet of Things [J]. Automation of Electric Power Systems , 2019 , 43 ( 13 ): 9 - 20 .
王毅 , 陈启鑫 , 张宁 , 等 . 5G通信与泛在电力物联网的融合:应用分析与研究展望 [J]. 电网技术 , 2019 , 43 ( 5 ): 1575 - 1585 .
WANG Yi , CHEN Qixin , ZHANG Ning , et al . Fusion of the 5G communication and the ubiquitous electric Internet of Things: application analysis and research prospects [J]. Power System Technology , 2019 , 43 ( 5 ): 1575 - 1585 .
EKOMWENRENREN E , ALHARBI H , ELGORASHI T , et al . Stabilising control strategy for cyber-physical power systems [J]. IET Cyber-Physical Systems: Theory & Applications , 2019 , 4 ( 3 ): 265 - 275 .
刘权莹 , 李俊娥 , 倪明 , 等 . 电网信息物理系统态势感知:现状与研究构想 [J]. 电力系统自动化 , 2019 , 43 ( 19 ): 9 - 21 .
LIU Quanying , LI Jun’e , NI Ming , et al . Situation awareness of grid cyber-physical system: current status and research ideas [J]. Automation of Electric Power Systems , 2019 , 43 ( 19 ): 9 - 21 .
YE Hua , LIU Kehan , MOU Qianying , et al . Modeling and formulation of delayed cyber-physical power system for small-signal stability analysis and control [J]. IEEE Transactions on Power Systems , 2019 , 34 ( 3 ): 2419 - 2432 .
郭庆来 , 辛蜀骏 , 孙宏斌 , 等 . 电力系统信息物理融合建模与综合安全评估:驱动力与研究构想 [J]. 中国电机工程学报 , 2016 , 36 ( 6 ): 1481 - 1489 .
GUO Qinglai , XIN Shujun , SUN Hongbin , et al . Power system cyber-physical modelling and security assessment: motivation and ideas [J]. Proceedings of the CSEE , 2016 , 36 ( 6 ): 1481 - 1489 .
欧阳帆 , 刘海峰 , 赵永生 , 等 . 智能变电站通信网络阻塞故障及其防范措施分析 [J]. 电网技术 , 2011 , 35 ( 11 ): 7 - 11 .
OUYANG Fan , LIU Haifeng , ZHAO Yongsheng , et al . Analysis on communication network congestion occurred in smart substation and preventive measures [J]. Power System Technology , 2011 , 35 ( 11 ): 7 - 11 .
LIU Ren , CEEMAN V , SAUGATA S B , et al . Analyzing the cyber-physical impact of cyber events on the power grid [J]. IEEE Transactions on Smart Grid , 2015 , 6 ( 5 ): 2444 - 2453 .
李田 , 苏盛 , 杨洪明 , 等 . 电力信息物理系统的攻击行为与安全防护 [J]. 电力系统自动化 , 2017 , 41 ( 22 ): 162 - 167 .
LI Tian , SU Sheng , YANG Hongming , et al . Attacks and cyber security defense in cyber-physical power system [J]. Automation of Electric Power Systems , 2017 , 41 ( 22 ): 162 - 167 .
LIU Yao , NING Peng , REITER M K . False data injection attacks against state estimation in electric power grids [J]. ACM Transactions on Information and System Security , 2011 , 14 ( 1 ): 1 - 33 .
卫志农 , 陈和升 , 倪明 , 等 . 电力信息物理系统中恶性数据定义、构建与防御挑战 [J]. 电力系统自动化 , 2016 , 40 ( 17 ): 70 - 78 .
WEI Zhinong , CHEN Hesheng , NI Ming , et al . Definition, construction and defense of false data in cyber physical system [J]. Automation of Electric Power Systems , 2016 , 40 ( 17 ): 70 - 78 .
李雪 , 李雯婷 , 杜大军 , 等 . 拒绝服务攻击下基于UKF的智能电网动态状态估计研究 [J]. 自动化学报 , 2019 , 45 ( 1 ): 120 - 131 .
LI Xue , LI Wenting , DU Dajun , et al . Dynamic state estimation of smart grid based on UKF under denial of service attacks [J]. Acta Automatica Sinica , 2019 , 45 ( 1 ): 120 - 131 .
陈武晖 , 陈文淦 , 薛安成 . 面向协同信息攻击的物理电力系统安全风险评估与防御资源分配 [J]. 电网技术 , 2019 , 43 ( 7 ): 2353 - 2360 .
CHEN Wuhui , CHEN Wengan , XUE Ancheng . Security risk assessment and defense resource allocation of power system under synergetic cyber attacks [J]. Power System Technology , 2019 , 43 ( 7 ): 2353 - 2360 .
汤奕 , 陈倩 , 李梦雅 , 等 . 电力信息物理融合系统环境中的网络攻击研究综述 [J]. 电力系统自动化 , 2016 , 40 ( 17 ): 59 - 69 .
TANG Yi , CHEN Qian , LI Mengya , et al . Overview on cyber-attacks against cyber physical power system [J]. Automation of Electric Power Systems , 2016 , 40 ( 17 ): 59 - 69 .
刘念 , 余星火 , 张建华 . 网络协同攻击:乌克兰停电事件的推演与启示 [J]. 电力系统自动化 , 2016 , 40 ( 6 ): 144 - 147 .
LIU Nian , YU Xinghuo , ZHANG Jianhua . Coordinated cyber-attack: inference and thinking of incident on Ukrainian power grid [J]. Automation of Electric Power Systems , 2016 , 40 ( 6 ): 144 - 147 .
赵俊华 , 梁高琪 , 文福拴 , 等 . 乌克兰事件的启示:防范针对电网的虚假数据注入攻击 [J]. 电力系统自动化 , 2016 , 40 ( 7 ): 149 - 151 .
ZHAO Junhua , LIANG Gaoqi , WEN Fushuan , et al . Lessons learnt from Ukrainian blackout: protecting power grids against false data injection attacks [J]. Automation of Electric Power Systems , 2016 , 40 ( 7 ): 149 - 151 .
National Institute of Standards and Technology (NIST) . Guidelines for smart grid cyber security: NISTIR 7628 [S]. 2010 .
国家市场监督管理总局 , 中国国家标准化管理委员会 . 信息安全技术网络安全等级保护基本要求 : GB/T 22239—2019 [S]. 2019 .
State Administration for Market Regulation, Standardization Administration of the People’s Republic of China . Information security technology network security level protection basic requirements : GB/T 22239—2019 [S]. 2019 .
陈珩 . 电力系统稳态分析 [M]. 北京 : 中国电力出版社 , 1995 .
CHEN Heng . Steady state analysis of power system [M]. Beijing : China Electric Power Press , 1995 .
SRIDHAR S , MANIMARAN G . Data integrity attacks and their impacts on SCADA control system [C]// IEEE Power & Energy Society General Meeting, July 25-29 , 2010 , Providence , USA: 6p .
CHEN Chunyu , ZHANG Kaifeng , YUAN Kun , et al . Novel detection scheme design considering cyber attacks on load frequency control [J]. IEEE Transactions on Industrial Informatics , 2018 , 14 ( 5 ): 1932 - 1941 .
KHALAF M , YOUSSEF A , EL-SAADANY E . Detection of false data injection in automatic generation control systems using Kalman filter [C]// IEEE Electrical Power and Energy Conference (EPEC), October 22-25 , 2017 , Saskatoon , Canada: 6p .
ASHOK A , SRIDHAR S , MCKINNON A D , et al . Testbed-based performance evaluation of attack resilient control for AGC [C]// IEEE 2016 Resilience Week , August 16 - 18 , 2016 , Chicago, USA: 125 - 129 .
KHALAF M , YOUSSEF A , EL-SAADANY E . Joint detection and mitigation of false data injection attacks in AGC systems [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 5 ): 4985 - 4995 .
HUANG T , SATCHIDANANDAN B , KUMAR P R , et al . An online detection framework for cyber attacks on automatic generation control [J]. IEEE Transactions on Power Systems , 2018 , 33 ( 6 ): 6816 - 6827 .
SRIDHAR S , GOVINDARASU M . Model-based attack detection and mitigation for automatic generation control [J]. IEEE Transactions on Smart Grid , 2014 , 5 ( 2 ): 580 - 591 .
AMELI A , HOOSHYAR A , YAZDAVAR A H , et al . Attack detection for load frequency control systems using stochastic unknown input estimators [J]. IEEE Transactions on Information Forensics and Security , 2018 , 13 ( 10 ): 2575 - 2590 .
AMELI A , HOOSHYAR A , EL-SAADANY E F , et al . Attack detection and identification for automatic generation control systems [J]. IEEE Transactions on Power Systems , 2018 , 33 ( 5 ): 4760 - 4774 .
ALHALALI S , NIELSEN C , EL-SHATSHAT R . Mitigation of cyber-physical attacks in multi-area automatic generation control [J]. International Journal of Electrical Power & Energy Systems , 2019 , 112 : 362 - 369 .
KHALAF M , YOUSSEF A , EL-SAADANY E . A particle filter-based approach for the detection of false data injection attacks on automatic generation control systems [C]// IEEE Electrical Power and Energy Conference (EPEC), October 10-11 , 2018 , Toronto , Canada: 6p .
ESFAHANI P M , VRAKOPOULOU M , KOSTAS M , et al . A robust policy for automatic generation control cyber attack in two area power network [C]// 49th IEEE Conference on Decision and Control (CDC) , December 15 - 17 , 2010 , Atlanta, USA: 5973 - 5978 .
AYAD A , KHALAF M , EL-SAADANY E . Detection of false data injection attacks in automatic generation control systems considering system nonlinearities [C]// IEEE Electrical Power and Energy Conference (EPEC), October 10-11 , 2018 , Toronto , Canada: 6p .
ASHOK A , WANG P , BROWN M , et al . Experimental evaluation of cyber attacks on automatic generation control using a CPS security testbed [C]// IEEE Power & Energy Society General Meeting, July 26-30 , 2015 , Denver , USA: 5p .
ALI M Q , REZA Y , AL-SHAER E , et al . Two-tier data-driven intrusion detection for automatic generation control in smart grid [C]// IEEE Conference on Communications and Network Security (CNS) , October 29 - 31 , 2014 , San Francisco, USA: 292 - 300 .
LAW Y W , ALPCAN T , PALANISWAMI M . Security games for risk minimization in automatic generation control [J]. IEEE Transactions on Power Systems , 2015 , 30 ( 1 ): 223 - 232 .
CHEN Chunyu , CUI Mingjian , WANG Xinan , et al . An investigation of coordinated attack on load frequency control [J]. IEEE Access , 2018 , 6 : 30414 - 30423 .
ZHANG Fengli , LI Qinghua . Deep learning-based data forgery detection in automatic generation control [C]// IEEE Conference on Communications and Network Security (CNS) , October 9 - 11 , 2017 , Las Vegas, USA: 400 - 404 .
WU Yongdong , WEI Zhuo , WENG Jian , et al . Resonance attacks on load frequency control of smart grids [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 5 ): 4490 - 4502 .
ROY S D , DEBBARMA S . Detection and mitigation of cyber-attacks on AGC systems of low inertia power grid [J]. IEEE Systems Journal , 2020 , 14 ( 2 ): 2023 - 2031 .
TIAN E , PENG C . Memory-based event-triggering H ∞ load frequency control for power systems under deception attacks [J/OL]. IEEE Transactions on Cybernetics [ 2020-04-20 ]. https://ieeexplore.ieee.org/document/9034523 https://ieeexplore.ieee.org/document/9034523 .
JEVTIC A , ZHANG Fengli , LI Qinghua , et al . Physics- and learning-based detection and localization of false data injections in automatic generation control [J]. IFAC PapersOnLine , 2018 , 51 ( 28 ): 702 - 707 .
ESFAHANI P M , VRAKOPOULOU M , MARGELLOS K , et al . Cyber attack in a two-area power system: impact identification using reachability [C]// American Control Conference, June 30-July 2 , 2010 , Baltimore , USA: 962-967 .
TAN R , NGUYEN H H , EDDY Y F , et al . Modeling and mitigating impact of false data injection attacks on automatic generation control [J]. IEEE Transactions on Information Forensics and Security , 2017 , 12 ( 7 ): 1609 - 1624 .
TAN R , NGUYEN H H , FOO E Y S , et al . Optimal false data injection attack against automatic generation control in power grids [C]// ACM-IEEE International Conference on Cyber-Physical Systems (ICCPS), April 11-14 , 2016 , Vienna , Austria: 10p .
BI Wenjun , ZHANG Kaifeng , LI Yaping , et al . Detection scheme against cyber-physical attacks on load frequency control based on dynamic characteristics analysis [J]. IEEE Systems Journal , 2019 , 13 ( 3 ): 2859 - 2868 .
BI Wenjun , CHEN Chunyu , ZHANG Kaifeng . Optimal strategy of attack-defense interaction over load frequency control considering incomplete information [J]. IEEE Access , 2019 , 7 : 75342 - 75349 .
WANG P , GOVINDARASU M . Anomaly detection for power system generation control based on hierarchical DBSCAN [C]// North American Power Symposium (NAPS), September 9-11 , 2018 , Fargo , USA: 5p .
SARANGAN S , SINGH V K , GOVINDARASU M . Cyber attack-defense analysis for automatic generation control with renewable energy sources [C]// North American Power Symposium (NAPS), September 9-11 , 2018 , Fargo , USA: 6p .
ZHOU Xiaohong , ZHOU Gu , FAN Yang . Resilient event-triggered output feedback control for load frequency control systems subject to cyber attacks [J]. IEEE Access , 2019 , 7 : 58951 - 58958 .
WANG P , GOVINDARASU M , ASHOK A , et al . Data-driven anomaly detection for power system generation control [C]// IEEE International Conference on Data Mining Workshops (ICDMW) , November 18 - 21 , 2017 , New Orleans, USA: 1082 - 1089 .
ZHONG Xingsi , JAYAWARDENE I , VENAYAGAMOORTHY G K , et al . Denial of service attack on tie-line bias control in a power system with PV plant [J]. IEEE Transactions on Emerging Topics in Computational Intelligence , 2017 , 1 ( 5 ): 375 - 390 .
LIU J , GU Y , ZHA L , et al . Event-triggered H ∞ load frequency control for multiarea power systems under hybrid cyber attacks [J]. IEEE Transactions on Systems , Man , and Cybernetics: Systems , 2019 , 49 ( 8 ): 1665 - 1678 .
刘金良 , 顾媛媛 , 费树岷 . 基于事件触发和网络攻击的负荷频率控制电力系统 H ∞ 滤波器设计 [J]. 中国科学:信息科学 , 2018 , 48 ( 10 ): 1348 - 1363 .
LIU Jinliang , GU Yuanyuan , FEI Shumin . Event-based H ∞ filter design for load-frequency control systems under cyber-attacks [J]. Science in China: Information Sciences , 2018 , 48 ( 10 ): 1348 - 1363 .
CHENG Z , YUE D , HU S , et al . Detection-based weighted H ∞ LFC for multi-area power systems under DoS attacks [J]. IET Control Theory & Applications , 2019 , 13 ( 12 ): 1909 - 1919 .
PENG C , LI J , FEI M . Resilient event-triggering H ∞ load frequency control for multi-area power systems with energy-limited DoS attacks [J]. IEEE Transactions on Power Systems , 2017 , 32 ( 5 ): 4110 - 4118 .
李继才 . 网络化电力系统负荷频率安全与协同控制研究 [D]. 上海 : 上海大学 , 2017 .
LI Jicai . Research on security and cooperative control for networked power system load frequency control [D]. Shanghai : Shanghai University , 2017 .
HU Z , LIU S , LUO W , et al . Resilient distributed fuzzy load frequency regulation for power systems under cross-layer random denial-of-service attacks [J/OL]. IEEE Transactions on Cybernetics [ 2020-07-22 ]. https://ieeexplore.ieee.org/document/9146370 https://ieeexplore.ieee.org/document/9146370 .
杨飞生 , 汪璟 , 潘泉 , 等 . 网络攻击下信息物理融合电力系统的弹性事件触发控制 [J]. 自动化学报 , 2019 , 45 ( 1 ): 110 - 119 .
YANG Feisheng , WANG Jing , PAN Quan , et al . Resilient event-triggered control of grid cyber-physical systems against cyber attack [J]. Acta Automatica Sinica , 2019 , 45 ( 1 ): 110 - 119 .
LIU S , LIU X P , EL SADDIK A . Denial-of-service (DoS) attacks on load frequency control in smart grids [C]// IEEE PES Innovative Smart Grid Technologies Conference (ISGT) , February 24 - 27 , 2013 , Washington, USA: 1 - 6 .
申玉斌 . 电力CPS功角与DoS攻击下频率的稳定控制研究 [D]. 上海 : 上海大学 , 2018 .
SHEN Yubin . Research on stability control of angle and DoS attack frequency for power CPS [D]. Shanghai : Shanghai University , 2018 .
LU Kangdi , ZENG Guoqiang , LUO Xizhao , et al . An adaptive resilient load frequency controller for smart grids with DoS attacks [J]. IEEE Transactions on Vehicular Technology , 2020 , 69 ( 5 ): 4689 - 4699 .
RAHIMI K , PARCHURE A , CENTENO V , et al . Effect of communication time-delay attacks on the performance of automatic generation control [C]// IEEE North American Power Symposium (NAPS), October 4-6 , 2015 , Charlotte , USA: 6p .
SARGOLZAEI A , YEN K K , ABDELGHANI M N . Delayed inputs attack on load frequency control in smart grid [C]// Innovative Smart Grid Technologies (ISGT), February 19-22 , 2014 , Washington , USA: 5p .
SARGOLZAEI A , YEN K K , ABDELGHANI M N . Preventing time-delay switch attack on load frequency control in distributed power systems [J]. IEEE Transactions on Smart Grid , 2016 , 7 ( 2 ): 1176 - 1185 .
ZHANG C , JIANG L , WU Q H , et al . Delay-dependent robust load frequency control for time delay power systems [J]. IEEE Transactions on Power Systems , 2013 , 28 ( 3 ): 2192 - 2201 .
ABBASPOUR A , SARGOLZAEI A , FOROUZANNEZHAD P , et al . Resilient control design for load frequency control system under false data injection attacks [J]. IEEE Transactions on Industrial Electronics , 2020 , 67 ( 9 ): 7951 - 7962 .
AMINI S , PASQUALETTI F , MOHSENIAN-RAD H . Dynamic load altering attacks against power system stability: attack models and protection schemes [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 4 ): 2862 - 2872 .
巴宇 , 刘娆 , 李卫东 . CPS及其考核在北美与国内的应用比较 [J]. 电力系统自动化 , 2012 , 36 ( 15 ): 63 - 72 .
BA Yu , LIU Rao , LI Weidong . Comparison of CPS and its assessment between North America and China [J]. Automation of Electric Power Systems , 2012 , 36 ( 15 ): 63 - 72 .
王玉萍 , 刘磊 , 李小璐 , 等 . 调峰辅助服务费用分摊机制 [J]. 广东电力 , 2019 , 32 ( 2 ): 1 - 7 .
WANG Yuping , LIU Lei , LI Xiaolu , et al . Allocation mechanism of peak load regulation auxiliary service cost [J]. Guangdong Electric Power , 2019 , 32 ( 2 ): 1 - 7 .
李明 , 焦丰顺 , 任畅翔 , 等 . 新一轮电改下电力辅助服务市场机制及储能参与辅助服务的经济性研究 [J]. 南方能源建设 , 2019 , 6 ( 3 ): 132 - 138 .
LI Ming , JIAO Fengshun , REN Changxiang , et al . China’s power auxiliary service market mechanism and the economics of energy storage systems participating in auxiliary services [J]. Southern Energy Construction , 2019 , 6 ( 3 ): 132 - 138 .
XUE Ancheng , XU Feiyang , XU Jingsong , et al . Correction of phasor measurements independent of transmission line parameters [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 1 ): 346 - 356 .
MOHAMMADPOURFARD M , SAMI A , WENG Y . Identification of false data injection attacks with considering the impact of wind generation and topology reconfigurations [J]. IEEE Transactions on Sustainable Energy , 2017 , 9 ( 3 ): 1349 - 1364 .
WANG Xinan , SHI Di , WANG Jianhui , et al . Online identification and data recovery for PMU data manipulation attack [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 6 ): 5889 - 5898 .
杨智伟 , 刘灏 , 毕天姝 , 等 . 基于奇异值分解的PMU数据恢复法 [J]. 中国电机工程学报 , 2020 , 40 ( 3 ): 812 - 820 .
YANG Zhiwei , LIU Hao , BI Tianshu , et al . A PMU data recovery method based on singular value decomposition [J]. Proceedings of the CSEE , 2020 , 40 ( 3 ): 812 - 820 .
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