
浏览全部资源
扫码关注微信
武汉大学电气与自动化学院,湖北省武汉市 430072
乐健(1975—),男,博士,副教授,博士生导师,主要研究方向:智能电网运行与控制技术。E-mail:lej01@tsinghua.org.cn
郎红科(1999—),男,硕士研究生,主要研究方向:分布式优化控制、分布式经济调度。E-mail:2754725420@qq.com
谭甜源(1979—),男,通信作者,博士,副教授,硕士生导师,主要研究方向:电能质量控制和分析技术。E-mail:tanty@foxmail.com
收稿:2023-10-15,
修回:2024-03-04,
网络出版:2024-05-09,
纸质出版:2024-06-25
移动端阅览
乐健,郎红科,谭甜源等.新型配电系统分布式经济调度信息安全问题研究综述[J].电力系统自动化,2024,48(12):177-191.
LE Jian,LANG Hongke,TAN Tianyuan,et al.Review of Research on Information Security Problems in Distributed Economic Dispatch for New Distribution System[J].Automation of Electric Power Systems,2024,48(12):177-191.
乐健,郎红科,谭甜源等.新型配电系统分布式经济调度信息安全问题研究综述[J].电力系统自动化,2024,48(12):177-191. DOI: 10.7500/AEPS20231015003.
LE Jian,LANG Hongke,TAN Tianyuan,et al.Review of Research on Information Security Problems in Distributed Economic Dispatch for New Distribution System[J].Automation of Electric Power Systems,2024,48(12):177-191. DOI: 10.7500/AEPS20231015003.
随着大规模高比例的分布式电源接入电网运行,分布式经济调度系统因其优势显著受到更多的关注。但是,该系统特有的分布式通信构架、优化问题迭代求解过程和多利益主体参与模式为从系统内部和外部实施网络攻击提供了更宽广的时空条件,攻击模式和手段更加复杂多样,解决信息安全问题是提高分布式经济调度系统实用化程度的重要前提和基础。文中对分布式经济调度系统可能出现的信息安全问题及应对措施的研究现状进行了综述。首先,讨论了电力系统各种通信技术对分布式经济调度系统的适应性以及通信技术本身存在的安全风险;其次,介绍了外部网络攻击和内部恶意行为两类典型的信息安全问题,并进行了相关的特点分析和影响评估;然后,归纳和分析了两类信息安全问题的检测、预防、抑制措施和方法;最后,对信息安全问题模型的建立和综合安全防御体系构建进行了探讨。
With the integration of large scale and high proportion of distributed generators into the power grid operation
the distributed economic dispatch system has received more attention due to its significant advantages. However
the distinctive distributed communication architecture
the iterative solving process of optimization problems and the multi-stakeholder participation mode of the system provide a broader spatiotemporal landscape for implementing cyber attacks originating both internally and externally to the system. The modes and methods of attacks are consequently more intricate and diverse. Addressing information security problems is a vital prerequisite and foundation for enhancing the practicality of distributed economic dispatch system. This paper aims to summarize the current research status of potential information security problems and response measures in distributed economic dispatch systems. Firstly
the adaptability of various communication technologies in the power system to distributed economic dispatch systems and the security risks inherent in communication technologies are discussed. Secondly
two typical information security problems
i.e.
external cyber attacks and internal malicious behavior
are introduced
and relevant characteristic analysis and impact assessment are conducted. Then
the detection
prevention
and suppression measures and methods for two types of information security problems are summarized and analyzed. Finally
the establishment of an information security problem model and the construction of an integrated security defense system are discussed.
周劼英 , 张晓 , 邵立嵩 , 等 . 新型电力系统网络安全防护挑战与展望 [J]. 电力系统自动化 , 2023 , 47 ( 8 ): 15 - 24 .
ZHOU Jieying , ZHANG Xiao , SHAO Lisong , et al . Challenges and prospects of cyber security protection for new power system [J]. Automation of Electric Power Systems , 2023 , 47 ( 8 ): 15 - 24 .
张博 , 刘绚 , 于宗超 , 等 . 基于人工智能的电力系统网络攻击检测研究综述 [J]. 高电压技术 , 2022 , 48 ( 11 ): 4413 - 4426 .
ZHANG Bo , LIU Xuan , YU Zongchao , et al . Review on artificial intelligence-based network attack detection in power systems [J]. High Voltage Engineering , 2022 , 48 ( 11 ): 4413 - 4426 .
乐健 , 周谦 , 赵联港 , 等 . 基于一致性算法的电力系统分布式经济调度方法综述 [J]. 电力自动化设备 , 2020 , 40 ( 3 ): 44 - 54 .
LE Jian , ZHOU Qian , ZHAO Liangang , et al . Overview of distributed economic dispatch methods for power system based on consensus algorithm [J]. Electric Power Automation Equipment , 2020 , 40 ( 3 ): 44 - 54 .
赵海祺 , 卢开诚 , 董树锋 , 等 . 考虑通信状态变化的直流微电网分布式事件驱动优化调度 [J]. 电力系统自动化 , 2023 , 47 ( 20 ): 33 - 41 .
ZHAO Haiqi , LU Kaicheng , DONG Shufeng , et al . Distributed event-triggered optimal scheduling for DC microgrids considering communication status change [J]. Automation of Electric Power Systems , 2023 , 47 ( 20 ): 33 - 41 .
刘林根 , 宋蕙慧 , 朴学峰 , 等 . 基于区块链的分布式经济调度数据保护研究 [J]. 电力信息与通信技术 , 2022 , 20 ( 6 ): 44 - 52 .
LIU Lingen , SONG Huihui , PIAO Xuefeng , et al . Data protection of distributed economic dispatch based on blockchain [J]. Electric Power Information and Communication Technology , 2022 , 20 ( 6 ): 44 - 52 .
乐健 , 周谦 , 赵联港 , 等 . 考虑个体欺骗的有源配电网完全分布式经济调度策略 [J]. 中国电机工程学报 , 2020 , 40 ( 17 ): 5445 - 5454 .
LE Jian , ZHOU Qian , ZHAO Liangang , et al . Fully distributed economic dispatch of active distribution network considering individual cheating [J]. Proceedings of the CSEE , 2020 , 40 ( 17 ): 5445 - 5454 .
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 .
蒋卓臻 , 刘俊勇 , 向月 . 配电网信息物理系统可靠性评估关键技术探讨 [J]. 电力自动化设备 , 2017 , 37 ( 12 ): 30 - 42 .
JIANG Zhuozhen , LIU Junyong , XIANG Yue . Key technologies for reliability assessment of distribution network cyber physical system [J]. Electric Power Automation Equipment , 2017 , 37 ( 12 ): 30 - 42 .
彭娟 . 配电网通信技术研究 [J]. 电力大数据 , 2018 , 21 ( 8 ): 87 - 92 .
PENG Juan . Research on communication technology of distribution network [J]. Power Systems and Big Data , 2018 , 21 ( 8 ): 87 - 92 .
陶维青 , 窦开明 , 方陈 , 等 . 配电网相量数据接入方式比较及技术分析 [J]. 电网技术 , 2019 , 43 ( 3 ): 784 - 792 .
TAO Weiqing , DOU Kaiming , FANG Chen , et al . Comparison and technical analysis of phasor data access modes in distribution network [J]. Power System Technology , 2019 , 43 ( 3 ): 784 - 792 .
董朝武 , 肖智宏 , 辛培哲 , 等 . 新型配电网多元业务与多模通信适配性评估方法 [J]. 电力建设 , 2024 , 45 ( 1 ): 1 - 12 .
DONG Chaowu , XIAO Zhihong , XIN Peizhe , et al . Evaluation method of multiple service and multi-mode communication adaptability of new distribution networks [J]. Electric Power Construction , 2024 , 45 ( 1 ): 1 - 12 .
周浩 , 吴国庆 , 陆竑 , 等 . TD-LTE 230无线专网在嘉兴电力通信的应用 [J]. 浙江电力 , 2018 , 37 ( 5 ): 16 - 21 .
ZHOU Hao , WU Guoqing , LU Hong , et al . Application of TD-LTE 230 wireless private network in Jiaxing power communication [J]. Zhejiang Electric Power , 2018 , 37 ( 5 ): 16 - 21 .
龚立 , 王先培 , 田猛 , 等 . 电力信息物理系统韧性的概念与提升策略研究进展 [J]. 电力系统保护与控制 , 2023 , 51 ( 14 ): 169 - 187 .
GONG Li , WANG Xianpei , TIAN Meng , et al . Concepts and research progress on enhancement strategies for cyber physical power system resilience [J]. Power System Protection and Control , 2023 , 51 ( 14 ): 169 - 187 .
王哲 , 赵宏大 , 朱铭霞 , 等 . 电力无线专网在泛在电力物联网中的应用 [J]. 中国电力 , 2019 , 52 ( 12 ): 27 - 38 .
WANG Zhe , ZHAO Hongda , ZHU Mingxia , et al . Application of power wireless private network in ubiquitous power Internet of Things [J]. Electric Power , 2019 , 52 ( 12 ): 27 - 38 .
汪莞乔 , 宋彦斌 , 关璐瑶 , 等 . 分布式源荷储资源安全互动通信网络架构及演进路线 [J]. 电力信息与通信技术 , 2023 , 21 ( 10 ): 10 - 18 .
WANG Wanqiao , SONG Yanbin , GUAN Luyao , et al . Secure interaction communication network architecture and evolution route for distributed source-load-storage resources [J]. Electric Power Information and Communication Technology , 2023 , 21 ( 10 ): 10 - 18 .
周振宇 , 王曌 , 廖海君 , 等 . 电力物联网5G云-边-端协同框架与资源调度方法 [J]. 电网技术 , 2022 , 46 ( 5 ): 1641 - 1651 .
ZHOU Zhenyu , WANG Zhao , LIAO Haijun , et al . 5G cloud-edge-end collaboration framework and resource scheduling method in power Internet of Things [J]. Power System Technology , 2022 , 46 ( 5 ): 1641 - 1651 .
陈立明 , 陈华军 , 郭晓斌 , 等 . TD-LTE电力无线专网端到端安全防护系统 [J]. 南方电网技术 , 2016 , 10 ( 1 ): 49 - 53 .
CHEN Liming , CHEN Huajun , GUO Xiaobin , et al . An end-to-end security protection system for TD-LTE power wireless private network [J]. Southern Power System Technology , 2016 , 10 ( 1 ): 49 - 53 .
郭庆来 , 田年丰 , 孙宏斌 . 支撑能源互联网协同优化的隐私计算关键技术 [J]. 电力系统自动化 , 2023 , 47 ( 8 ): 2 - 14 .
GUO Qinglai , TIAN Nianfeng , SUN Hongbin . Key technologies of privacy computation supporting collaborative optimization of Energy Internet [J]. Automation of Electric Power Systems , 2023 , 47 ( 8 ): 2 - 14 .
张国庆 . 工业以太网交换机数据链路层安全分析与设计 [D]. 上海 : 上海交通大学 , 2014 .
ZHANG Guoqing . On security analysis and design of data link layer for industrial Ethernet switch [D]. Shanghai : Shanghai Jiao Tong University , 2014 .
顾雅枫 . 局域网中ARP攻击原理及防御措施探讨 [J]. 甘肃科技 , 2021 , 37 ( 9 ): 26 - 28 .
GU Yafeng . Discussion on ARP attack principle and defense measures in LAN [J]. Gansu Science and Technology , 2021 , 37 ( 9 ): 26 - 28 .
徐龙泉 , 刘叶梅 , 吴孟徽 . MAC地址攻击及其防御机制的研究与实现 [J]. 现代计算机 , 2023 , 29 ( 22 ): 68 - 71 .
XU Longquan , LIU Yemei , WU Menghui . Research and implementation of MAC address attack and its defense mechanism [J]. Modern Computer , 2023 , 29 ( 22 ): 68 - 71 .
陆忞 , 周昊 . 电力终端通信接入网安全防护体系技术研究与应用 [J]. 大众用电 , 2017 , 32 ( 增刊1 ): 72 - 75 .
LU Min , ZHOU Hao . Research and application of security protection system technology for power terminal communication access network [J]. Popular Utilization of Electricity , 2017 , 32 ( Supplement 1 ): 72 - 75 .
李坚 , 刘昀 , 安春燕 , 等 . 电力4G无线通信网络安全技术 [J]. 电信科学 , 2015 , 31 ( 增刊1 ): 69 - 73 .
LI Jian , LIU Yun , AN Chunyan , et al . Security technology of electric power 4G wireless communication network [J]. Telecommunications Science , 2015 , 31 ( Supplement 1 ): 69 - 73 .
韦磊 , 刘锐 , 高雪 . 电力LTE无线专网安全防护方案研究 [J]. 江苏电机工程 , 2016 , 35 ( 3 ): 29 - 33 .
WEI Lei , LIU Rui , GAO Xue . Research on security protection solution to LTE power wireless private network [J]. Jiangsu Electrical Engineering , 2016 , 35 ( 3 ): 29 - 33 .
刘力 . 智能电网通信系统的网络安全 [D]. 南昌 : 南昌大学 , 2012 .
LIU Li . Cyber security of the smart grid communication system [D]. Nanchang : Nanchang University , 2012 .
李信 , 李朝峰 , 齐源 , 等 . 面向电网自动化的无线通信技术安全研究 [J]. 信息安全与通信保密 , 2014 , 12 ( 8 ): 90 - 98 .
LI Xin , LI Zhaofeng , QI Yuan , et al . Security of wireless communication technology in electric network automation [J]. Information Security and Communications Privacy , 2014 , 12 ( 8 ): 90 - 98 .
莫峻华 . 电力自动化无线通信中的信息安全研究 [J]. 通信电源技术 , 2019 , 36 ( 6 ): 193 - 194 .
MO Junhua . Research on information security research in power automation wireless communication [J]. Telecom Power Technology , 2019 , 36 ( 6 ): 193 - 194 .
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 .
ZHANG Y N , XIE X X , FU W L , et al . An optimal combining attack strategy against economic dispatch of integrated energy system [J]. IEEE Transactions on Circuits and Systems Ⅱ: Express Briefs , 2023 , 70 ( 1 ): 246 - 250 .
黄博南 , 詹凤楠 , 张天闻 , 等 . 一种针对电-热综合能源系统经济调度的DoS最优攻击策略 [J]. 中国电机工程学报 , 2020 , 40 ( 21 ): 6839 - 6854 .
HUANG Bonan , ZHAN Fengnan , ZHANG Tianwen , et al . An optimal DoS attack strategy against the economic dispatch for electric-thermal integrated energy system [J]. Proceedings of the CSEE , 2020 , 40 ( 21 ): 6839 - 6854 .
HE W L , GAO X Y , ZHONG W M , et al . Secure impulsive synchronization control of multi-agent systems under deception attacks [J]. Information Sciences , 2018 , 459 : 354 - 368 .
PANG Z H , LIU G P . Design and implementation of secure networked predictive control systems under deception attacks [J]. IEEE Transactions on Control Systems Technology , 2012 , 20 ( 5 ): 1334 - 1342 .
LIU X , CHE L , GAO K L , et al . Power system intra-interval operational security under false data injection attacks [J]. IEEE Transactions on Industrial Informatics , 2020 , 16 ( 8 ): 4997 - 5008 .
赵波 , 张后谊 , 汪湘晋 , 等 . 体系架构下考虑虚假信息注入的微电网群分布式优化调度 [J]. 电力系统自动化 , 2023 , 47 ( 8 ): 169 - 178 .
ZHAO Bo , ZHANG Houyi , WANG Xiangjin , et al . Distributed optimal dispatch for microgrid cluster considering false information injection under system of systems architecture [J]. Automation of Electric Power Systems , 2023 , 47 ( 8 ): 169 - 178 .
SIU J Y , KUMAR N , PANDA S K . Command authentication using multiagent system for attacks on the economic dispatch problem [J]. IEEE Transactions on Industry Applications , 2022 , 58 ( 4 ): 4381 - 4393 .
ZHAO C C , HE J P , CHENG P , et al . Analysis of consensus-based distributed economic dispatch under stealthy attacks [J]. IEEE Transactions on Industrial Electronics , 2017 , 64 ( 6 ): 5107 - 5117 .
YASSAIE N , HALLAJIYAN M , SHARIFI I , et al . Resilient control of multi-microgrids against false data injection attack [J]. ISA Transactions , 2021 , 110 : 238 - 246 .
XU W Y , KURTHS J , WEN G H , et al . Resilient event-triggered control strategies for second-order consensus [J]. IEEE Transactions on Automatic Control , 2022 , 67 ( 8 ): 4226 - 4233 .
WU S X , LI G Q , ZHANG S L , et al . Detection of insider attacks in distributed projected sub-gradient algorithms [J]. IEEE Transactions on Cognitive Communications and Networking , 2021 , 7 ( 4 ): 1099 - 1111 .
GENTZ R , WU S X , WAI H T , et al . Data injection attacks in randomized gossiping [J]. IEEE Transactions on Signal and Information Processing over Networks , 2016 , 2 ( 4 ): 523 - 538 .
MAESTRE J M , VELARDE P , ISHII H , et al . Scenario-based defense mechanism against vulnerabilities in Lagrange-based DMPC [J]. Control Engineering Practice , 2021 , 114 : 104879 .
VELARDE P , MAESTRE J M , ISHII H , et al . Vulnerabilities in Lagrange-based distributed model predictive control [J]. Optimal Control Applications and Methods , 2018 , 39 ( 2 ): 601 - 621 .
彭莎 , 孙铭阳 , 张镇勇 , 等 . 机器学习在电力信息物理系统网络安全中的应用 [J]. 电力系统自动化 , 2022 , 46 ( 9 ): 200 - 215 .
PENG Sha , SUN Mingyang , ZHANG Zhenyong , et al . Application of machine learning in cyber security of cyber-physical power system [J]. Automation of Electric Power Systems , 2022 , 46 ( 9 ): 200 - 215 .
SHUKLA S , THAKUR S , BRESLIN J G . Secure communication in smart meters using elliptic curve cryptography and digital signature algorithm [C]// 2021 IEEE International Conference on Cyber Security and Resilience (CSR) , July 26-28 , 2021 , Rhodes, Greece : 261 - 266 .
MANICKAM S , KESAVARAJA D . Secure multi server authentication system using elliptic curve digital signature [C]// 2016 International Conference on Circuit, Power and Computing Technologies (ICCPCT) , March 18-19 , 2016 , Nagercoil, India : 1 - 4 .
VERMA U K , KUMAR S , SINHA D . A secure and efficient certificate based authentication protocol for MANET [C]// 2016 International Conference on Circuit, Power and Computing Technologies (ICCPCT) , March 18-19 , 2016 , Nagercoil, India : 1 - 7 .
TANVEER M , KHAN A U , SHAH H , et al . ARAP-SG: anonymous and reliable authentication protocol for smart grids [J]. IEEE Access , 2021 , 9 : 143366 - 143377 .
LI H W , LU R X , ZHOU L , et al . An efficient Merkle-tree-based authentication scheme for smart grid [J]. IEEE Systems Journal , 2014 , 8 ( 2 ): 655 - 663 .
CUI A J , ZHAO H , ZHANG X , et al . Power system real time data encryption system based on DES algorithm [C]// 2021 13th International Conference on Measuring Technology and Mechatronics Automation (ICMTMA) , January 16-17 , 2021 , Beihai, China : 220 - 228 .
HONG W , SHENG W , QING Z , et al . Research on data encryption of network communication based on big data [C]// 2020 International Conference on Big Data, Artificial Intelligence and Internet of Things Engineering (ICBAIE) , June 12-14 , 2020 , Fuzhou, China : 129 - 131 .
RAMESH A , SURULIANDI A . Performance analysis of encryption algorithms for Information Security [C]// 2013 International Conference on Circuits, Power and Computing Technologies (ICCPCT) , March 20-21 , 2013 , Nagercoil, India : 840 - 844 .
DUA A , DUTTA A . A study of applications based on elliptic curve cryptography [C]// 2019 3rd International Conference on Trends in Electronics and Informatics (ICOEI) , April 23-25 , 2019 , Tirunelveli, India : 249 - 254 .
VAHEDI E , BAYAT M , PAKRAVAN M R , et al . A secure ECC-based privacy preserving data aggregation scheme for smart grids [J]. Computer Networks , 2017 , 129 ( 1 ): 28 - 36 .
SHARMA M , CHOUDHARY V , BHATIA R S , et al . Leveraging the power of quantum computing for breaking RSA encryption [J]. Cyber-Physical Systems , 2021 , 7 ( 2 ): 73 - 92 .
周元刚 , 刘绚 , 张波 . 基于多阶段传输的智能变电站安全通信策略 [J]. 电力系统自动化 , 2021 , 45 ( 22 ): 105 - 114 .
ZHOU Yuangang , LIU Xuan , ZHANG Bo . Security communication strategy for smart substation based on multi-stage transmission [J]. Automation of Electric Power Systems , 2021 , 45 ( 22 ): 105 - 114 .
YU M , ZHU L L , RAO Y , et al . Research on fast encryption method for smart energy management system in smart gird [C]// 2021 International Conference on Communications, Information System and Computer Engineering (CISCE) , May 14-16 , 2021 , Beijing, China : 76 - 80 .
DENG J , KANG H Y . Hybrid encryption scheme for secure storage of smart grid data [C]// International Conference on Smart Grid and Internet of Things , December 5-6 , 2020 , Taichung, China : 135 - 156 .
JIN L S , HE J , ZHAO W , et al . Design of electricity market big data analysis system based on hybrid encryption and secure transmission [C]// 2021 IEEE 4th International Electrical and Energy Conference (CIEEC) , May 28-30 , 2021 , Wuhan, China : 1 - 6 .
PAVERD A , MARTIN A , BROWN I . Privacy-enhanced bi-directional communication in the smart grid using trusted computing [C]// 2014 IEEE International Conference on Smart Grid Communications (SmartGridComm) , November 3-6 , 2014 , Venice, Italy : 872 - 877 .
CAO J J , CHEN X P , LI E T , et al . Design of identity authentication scheme in smart grid based on blockchain [C]// 2022 4th International Conference on Frontiers Technology of Information and Computer (ICFTIC) , December 2-4 , 2022 , Qingdao, China : 1093 - 1100 .
龚钢军 , 高爽 , 陆俊 , 等 . 地市级区域能源互联网安全可信防护体系研究 [J]. 中国电机工程学报 , 2018 , 38 ( 10 ): 2861 - 2873 .
GONG Gangjun , GAO Shuang , LU Jun , et al . Study on secure trusted protection architecture for prefecture-level regional energy Internet [J]. Proceedings of the CSEE , 2018 , 38 ( 10 ): 2861 - 2873 .
LIANG G Q , WELLER S R , LUO F J , et al . Distributed blockchain-based data protection framework for modern power systems against cyber attacks [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 3 ): 3162 - 3173 .
RAJA D J S , SRIRANJANI R , PARVATHY A , et al . A review on distributed denial of service attack in smart grid [C]// 2022 7th International Conference on Communication and Electronics Systems (ICCES) , June 22-24 , 2022 , Coimbatore, India : 812 - 819 .
KAUR P , KUMAR M , BHANDARI A . A review of detection approaches for distributed denial of service attacks [J]. Systems Science & Control Engineering , 2017 , 5 ( 1 ): 301 - 320 .
MITCHELL R , CHEN I R . Behavior-rule based intrusion detection systems for safety critical smart grid applications [J]. IEEE Transactions on Smart Grid , 2013 , 4 ( 3 ): 1254 - 1263 .
ANEETHA A S , INDHU T S , BOSE S . Hybrid network intrusion detection system using expert rule based approach [C]// Proceedings of the 2nd International Conference on Computational Science, Engineering and Information Technology , October 26-28 , 2012 , Coimbatore, India : 47 - 51 .
曹华锋 , 石家乐 , 张建平 , 等 . 基于模糊Petri网的用电信息采集系统攻击检测技术 [J]. 电子设计工程 , 2022 , 30 ( 10 ): 105 - 108 .
CAO Huafeng , SHI Jiale , ZHANG Jianping , et al . Attack detection technology of electricity consumption information collection system based on fuzzy Petri net [J]. Electronic Design Engineering , 2022 , 30 ( 10 ): 105 - 108 .
邓志东 , 吕静贤 , 姜冬 , 等 . DOS攻击下着色Petri网的信息系统防御模型 [J]. 电力信息与通信技术 , 2020 , 18 ( 11 ): 44 - 49 .
DENG Zhidong , LV Jingxian , JIANG Dong , et al . A defense model of information system for colored Petri net under DOS attack [J]. Electric Power Information and Communication Technology , 2020 , 18 ( 11 ): 44 - 49 .
HAN K , DUAN Y Y , JIN R , et al . Attack detection method based on Bayesian hypothesis testing principle in CPS [J]. Procedia Computer Science , 2021 , 187 : 474 - 480 .
蔡星浦 . 电力系统网络攻击信息物理协同防御方法研究 [D]. 南京 : 东南大学 , 2021 .
CAI Xingpu . Research on physical cooperative defense method of network attack information in power system [D]. Nanjing : Southeast University , 2021 .
SEN Ö , VAN DER VELDE D , LÜHMAN M , et al . On specification-based cyber-attack detection in smart grids [J]. Energy Informatics , 2022 , 5 ( 1 ): 23 .
WANG H Z , BAH M J , HAMMAD M . Progress in outlier detection techniques: a survey [J]. IEEE Access , 2019 , 7 : 107964 - 108000 .
YANG X Y , ZHAO P , ZHANG X L , et al . Toward a Gaussian-mixture model-based detection scheme against data integrity attacks in the smart grid [J]. IEEE Internet of Things Journal , 2017 , 4 ( 1 ): 147 - 161 .
CHEN Y , HAYAWI K , ZHAO Q , et al . Vector auto-regression-based false data injection attack detection method in edge computing environment [J]. Sensors , 2022 , 22 ( 18 ): 6789 .
NTALAMPIRAS S . Automatic identification of integrity attacks in cyber-physical systems [J]. Expert Systems with Applications , 2016 , 58 : 164 - 173 .
YUAN L L , DENG S , XIE X P . Attack detection based on alternating direction multiplier method for distributed state estimation in smart grid [C]// 2022 China Automation Congress (CAC) , November 25-27 , 2022 , Xiamen, China : 264 - 269 .
MOHAMMADPOURFARD M , AMIRI K , MOHAMMADI-IVATLOO B , et al . Anomaly detection in the distribution grid: a nonparametric approach [C]// 2020 International Conference on Smart Energy Systems and Technologies (SEST) , September 7-9 , 2020 , Istanbul, Turkey : 1 - 6 .
WAGHMARE S , KAZI F , SINGH N . Data driven approach to attack detection in a cyber-physical smart grid system [C]// 2017 Indian Control Conference (ICC) , January 4-6 , 2017 , Guwahati, India : 271 - 276 .
曾俊娆 , 李鹏 , 高莲 , 等 . 基于TNPE的智能电网虚假数据注入攻击检测 [J]. 中国安全生产科学技术 , 2021 , 17 ( 3 ): 124 - 129 .
ZENG Junrao , LI Peng , GAO Lian , et al . Detection of false data injection attacks in smart grids based on time neighbor preserving embedding (TNPE) [J]. Journal of Safety Science and Technology , 2021 , 17 ( 3 ): 124 - 129 .
ROSE T , KIFAYAT K , ABBAS S , et al . A hybrid anomaly-based intrusion detection system to improve time complexity in the Internet of Energy environment [J]. Journal of Parallel and Distributed Computing , 2020 , 145 : 124 - 139 .
王文钰 , 任洲洋 , 孙义豪 , 等 . 基于小波-稀疏自编码器的输电网虚假数据检测方法 [J]. 电工电能新技术 , 2022 , 41 ( 1 ): 51 - 59 .
WANG Wenyu , REN Zhouyang , SUN Yihao , et al . False data injection attack detection on transmission line using wavelet and sparse auto-encoder [J]. Advanced Technology of Electrical Engineering and Energy , 2022 , 41 ( 1 ): 51 - 59 .
夏云舒 , 王勇 , 周林 , 等 . 基于改进生成对抗网络的虚假数据注入攻击检测方法 [J]. 电力建设 , 2022 , 43 ( 3 ): 58 - 65 .
XIA Yunshu , WANG Yong , ZHOU Lin , et al . False data injection attack detection method based on improved generative adversarial network [J]. Electric Power Construction , 2022 , 43 ( 3 ): 58 - 65 .
郭方洪 , 易新伟 , 徐博文 , 等 . 基于深度信念网络和迁移学习的隐匿FDI攻击入侵检测 [J]. 控制与决策 , 2022 , 37 ( 4 ): 913 - 921 .
GUO Fanghong , YI Xinwei , XU Bowen , et al . Stealthy FDI attack detection based on deep belief network and transfer learning [J]. Control and Decision , 2022 , 37 ( 4 ): 913 - 921 .
ALIMI O A , OUAHADA K , ABU-MAHFOUZ A M , et al . Empirical comparison of machine learning algorithms for mitigating power systems intrusion attacks [C]// 2020 International Symposium on Networks, Computers and Communications (ISNCC) , October 20-22 , 2020 , Montreal, Canada : 1 - 5 .
MERIAUX E , KOEHLER D , ISLAM M Z , et al . Performance comparison of machine learning methods in DDoS attack detection in smart grids [C]// 2022 IEEE MIT Undergraduate Research Technology Conference (URTC) , September 30-October 2 , 2022 , Cambridge, USA : 1 - 5 .
KWON S , YOO H , SHON T . IEEE 1815.1-based power system security with bidirectional RNN-based network anomalous attack detection for cyber-physical system [J]. IEEE Access , 2020 , 8 : 77572 - 77586 .
李元诚 , 曾婧 . 基于改进卷积神经网络的电网假数据注入攻击检测方法 [J]. 电力系统自动化 , 2019 , 43 ( 20 ): 97 - 104 .
LI Yuancheng , ZENG Jing . Detection method of false data injection attack on power grid based on improved convolutional neural network [J]. Automation of Electric Power Systems , 2019 , 43 ( 20 ): 97 - 104 .
陈刘东 , 刘念 . 面向互动需求响应的虚假数据注入攻击及其检测方法 [J]. 电力系统自动化 , 2021 , 45 ( 3 ): 15 - 23 .
CHEN Liudong , LIU Nian . False data injection attack and its detection method for interactive demand response [J]. Automation of Electric Power Systems , 2021 , 45 ( 3 ): 15 - 23 .
PAUL S , KUNDU R K . A bagging MLP-based autoencoder for detection of false data injection attack in smart grid [C]// 2022 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) , April 24-28 , 2022 , New Orleans, USA : 1 - 5 .
SUHAG A , DANIEL A . Study of statistical techniques and artificial intelligence methods in distributed denial of service (DDOS) assault and defense [J]. Journal of Cyber Security Technology , 2023 , 7 ( 1 ): 21 - 51 .
BITIRGEN K , FILIK Ü B . A hybrid deep learning model for discrimination of physical disturbance and cyber-attack detection in smart grid [J]. International Journal of Critical Infrastructure Protection , 2023 , 40 : 100582 .
ARIBISALA A , KHAN M S , HUSARI G . Machine learning algorithms and their applications in classifying cyber-attacks on a smart grid network [C]// 2021 IEEE 12th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON) , October 27-30 , 2021 , Vancouver, Canada : 63 - 69 .
HAO J P , PIECHOCKI R J , KALESHI D , et al . Sparse malicious false data injection attacks and defense mechanisms in smart grids [J]. IEEE Transactions on Industrial Informatics , 2015 , 11 ( 5 ): 1 - 12 .
GE Q Y , JIAO C Q . Mitigating the impacts of false data injection attacks in smart grids using deep convolutional neural networks [C]// 2020 IEEE 10th International Conference on Electronics Information and Emergency Communication (ICEIEC) , July 17-19 , 2020 , Beijing, China : 174 - 177 .
LI Y C , WANG Y Y , HU S Y . Online generative adversary network based measurement recovery in false data injection attacks: a cyber-physical approach [J]. IEEE Transactions on Industrial Informatics , 2020 , 16 ( 3 ): 2031 - 2043 .
AHMED S , LEE Y , HYUN S H , et al . Mitigating the impacts of covert cyber attacks in smart grids via reconstruction of measurement data utilizing deep denoising autoencoders [J]. Energies , 2019 , 12 ( 16 ): 3091 .
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 .
李瑶虹 , 黄伟 , 孙贝贝 , 等 . 拒绝服务攻击下基于分布式事件触发一致性预测补偿的微电网能量优化管理 [J]. 现代电力 , 2021 , 38 ( 2 ): 178 - 186 .
LI Yaohong , HUANG Wei , SUN Beibei , et al . Optimal energy management in micro-grid based on distributed event-triggered consensus predictive compensation under DoS attack [J]. Modern Electric Power , 2021 , 38 ( 2 ): 178 - 186 .
XU X X , SUN J , WANG C Y , et al . A novel hybrid CNN-LSTM compensation model against DoS attacks in power system state estimation [J]. Neural Processing Letters , 2022 , 54 ( 3 ): 1597 - 1621 .
LI W J , WANG Y , LI J . A blockchain-enabled collaborative intrusion detection framework for SDN-assisted cyber-physical systems [J]. International Journal of Information Security , 2023 , 22 ( 5 ): 1219 - 1230 .
SINGH J , SINHA A , GOLI P , et al . Insider attack mitigation in a smart metering infrastructure using reputation score and blockchain technology [J]. International Journal of Information Security , 2022 , 21 ( 3 ): 527 - 546 .
李超 , 韩冬 , 吴俊飞 , 等 . 考虑信誉管控的分布式能源交易机制及共识方法 [J]. 电力系统自动化 , 2023 , 47 ( 13 ): 130 - 139 .
LI Chao , HAN Dong , WU Junfei , et al . Distributed energy trading mechanism and consensus method considering reputation management [J]. Automation of Electric Power Systems , 2023 , 47 ( 13 ): 130 - 139 .
LI G Q , WU S X , ZHANG S L , et al . Neural networks-aided insider attack detection for the average consensus algorithm [J]. IEEE Access , 1871 , 8 : 51871 - 51883 .
LI G Q , WU S X , ZHANG S L , et al . Detect insider attacks using CNN in decentralized optimization [C]// 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) , May 4-8 , 2020 , Barcelona, Spain : 8758 - 8762 .
ZHAO C C , HE J P , WANG Q G . Resilient distributed optimization algorithm against adversarial attacks [J]. IEEE Transactions on Automatic Control , 2020 , 65 ( 10 ): 4308 - 4315 .
DIBAJI S M , ISHII H . Consensus of second-order multi-agent systems in the presence of locally bounded faults [J]. Systems & Control Letters , 2015 , 79 : 23 - 29 .
LEBLANC H J , ZHANG H T , KOUTSOUKOS X , et al . Resilient asymptotic consensus in robust networks [J]. IEEE Journal on Selected Areas in Communications , 2013 , 31 ( 4 ): 766 - 781 .
WANG Y , ISHII H . Resilient consensus through event-based communication [J]. IEEE Transactions on Control of Network Systems , 2020 , 7 ( 1 ): 471 - 482 .
LE J , QI G , ZHAO L G , et al . Distributed secondary voltage optimal control of active distribution network and the system stability investigation [J]. Journal of Electrical Engineering & Technology , 2022 , 18 : 1573 - 1586 .
乐健 , 綦淦 , 赵联港 , 等 . 主动配电网分布式经济调度系统的时延稳定性分析 [J]. 电力系统保护与控制 , 2022 , 50 ( 21 ): 75 - 87 .
LE Jian , QI Gan , ZHAO Liangang , et al . Time-delay stability analysis of an active distribution network adopting a distributed economic dispatch strategy [J]. Power System Protection and Control , 2022 , 50 ( 21 ): 75 - 87 .
0
浏览量
0
下载量
2
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621