

浏览全部资源
扫码关注微信
1.智能电网教育部重点实验室(天津大学),天津市 300072
2.中国电力科学研究院有限公司,北京市 100192
Received:16 July 2023,
Revised:2023-12-16,
Published Online:02 February 2024,
Published:25 March 2024
移动端阅览
杨挺,许哲铭,赵英杰等.数字化新型电力系统攻击与防御方法研究综述[J].电力系统自动化,2024,48(6):112-126.
YANG Ting,XU Zheming,ZHAO Yingjie,et al.Review on Research of Attack and Defense Methods for Digitalized New Power System[J].Automation of Electric Power Systems,2024,48(6):112-126.
杨挺,许哲铭,赵英杰等.数字化新型电力系统攻击与防御方法研究综述[J].电力系统自动化,2024,48(6):112-126. DOI: 10.7500/AEPS20230716002.
YANG Ting,XU Zheming,ZHAO Yingjie,et al.Review on Research of Attack and Defense Methods for Digitalized New Power System[J].Automation of Electric Power Systems,2024,48(6):112-126. DOI: 10.7500/AEPS20230716002.
随着先进数字技术、通信技术和互联网技术的发展,传统电力系统转变为数字化、自动化和高效管理的新型电力系统。然而,信息域与物理域的深度融合使新型电力系统中的网络、层次和组件变得更加复杂,大量的智能电子设备频繁访问与信息交互,更容易出现如窃取篡改数据、堵塞通信信道和破坏关键设备等恶意攻击,对新型电力系统的安全性、稳定性和经济性构成巨大威胁,引发了学术界的极大关注。首先,文中剖析了新型电力系统的结构和面临的潜在威胁,从控制层、网络层、物理层3个层面对新型电力系统攻击模式进行了深入分析。然后,详细归纳总结了新型电力系统攻击前、攻击中、攻击后的3层安全防御方法。最后,明确阐述了新型电力系统安全性研究的未来技术发展前景,为构建可靠、安全、健壮的新型电力系统提供技术支撑。
With the development of advanced digital
communication
and Internet technologies
the traditional power system has been transformed into a new power system with digitalization
automation
and efficient management. However
the deep integration of cyber and physical domains makes the network
hierarchy
and components in the new power system more complex
and the frequent access and information interaction of a large number of intelligent electronic devices makes malicious attacks easier
such as data theft and tampering
blocking of communication channels
and damaging key equipment
which poses a great threat to the security
stability and economy of the new power system. This has triggered great concern in the academic community. First
this paper analyzes the structure of the new power system and the potential threats faced by the new power system
and conducts an in-depth analysis of the attack modes to the new power system from the three levels of the control layer
network layer
and physical layer. Then
it summarizes in detail the three-layer security defense methods before
during
and after the attack on the new power system. Finally
the future technological development prospect of the new power system security research is clearly elaborated to provide technical support for the construction of the reliable
secure
and robust new power system.
中国能源报 . 以数字电网推动新型电力系统建设 [EB/OL].[ 2023-11-16 ]. http://paper.people.com.cn/zgnyb/html/202207/18/content_25930195.htm http://paper.people.com.cn/zgnyb/html/202207/18/content_25930195.htm .
China Energy News . Promoting new power systems with digital grids [EB/OL]. [ 2023-11-06 ]. http://paper.people.com.cn/zgnyb/html/202207/18/content_25930195.htm http://paper.people.com.cn/zgnyb/html/202207/18/content_25930195.htm
张勇军 , 羿应棋 , 李立浧 , 等 . 双碳目标驱动的新型低压配电系统技术展望 [J]. 电力系统自动化 , 2022 , 46 ( 22 ): 1 - 12 .
ZHANG Yongjun , YI Yingqi , LI Licheng , et al . Prospect of new low-voltage distribution system technology driven by carbon emission peak and carbon neutrality targets [J]. Automation of Electric Power Systems , 2022 , 46 ( 22 ): 1 - 12 .
范帅 , 危怡涵 , 何光宇 , 等 . 面向新型电力系统的需求响应机制探讨 [J]. 电力系统自动化 , 2022 , 46 ( 7 ): 1 - 12 .
FAN Shuai , WEI Yihan , HE Guangyu , et al . Discussion on demand response mechanism for new power systems [J]. Automation of Electric Power Systems , 2022 , 46 ( 7 ): 1 - 12 .
BULDYREV S V , PARSHANI R , PAUL G , et al . Catastrophic cascade of failures in interdependent networks [J]. Nature , 2010 , 464 ( 7291 ): 1025 - 1028 .
Michael Assante . Confirmation of a coordinated attack on the Ukrainian power grid [EB/OL]. [ 2023-11-06 ]. https://www.sans.org/blog/confirmation-of-a-coordinated-attack-on-the-ukrain ian-power-grid/ https://www.sans.org/blog/confirmation-of-a-coordinated-attack-on-the-ukrainian-power-grid/ .
LIANG G Q , WELLER S R , ZHAO J H , et al . The 2015 Ukraine blackout: implications for false data injection attacks [J]. IEEE Transactions on Power Systems , 2016 , 32 ( 4 ): 3317 - 3318 .
LANGILL J T . Defending against the dragonfly cyber security attacks [EB/OL]. [ 2023-11-06 ]. https://github.com/januwepettke/Cyber-Threat-Intelligence/issues/56 https://github.com/januwepettke/Cyber-Threat-Intelligence/issues/56 .
SMITH R . Assault on California power station raises alarm on potential for terrorism [EB/OL]. [ 2023-11-06 ]. https://www.studentnewsdaily.com/daily-news-article/assault-on-california-power-station-raises-alarm-on-potential-for-terrorism/ https://www.studentnewsdaily.com/daily-news-article/assault-on-california-power-station-raises-alarm-on-potential-for-terrorism/ .
Steinitz: Israel’s electric authority hit by “severe” cyber-attack [EB/OL]. [ 2023-11-06 ]. https://www.timeso- fisrael.com/steinitz-israels-electric-authority-hit-by-severe-cyber-attack/ https://www.timeso-fisrael.com/steinitz-israels-electric-authority-hit-by-severe-cyber-attack/ .
No , Israel’s power grid wasn’t hacked , but ransomware hit Israel’s electric authority [EB/OL]. [ 2023-11-06 ]. https://www.computerworld.com/article/3026609/no-israels-power-grid-wasnt-hacked-but-ransomware-hit-israels-electric-authority.html https://www.computerworld.com/article/3026609/no-israels-power-grid-wasnt-hacked-but-ransomware-hit-israels-electric-authority.html .
Electric company ransomware attack [EB/OL]. [ 2023-11-06 ]. https://www.appgate.com/blog/electric-company-ransomware-attack-calls-for-14-million-in-ransom#:~:text=Light%20S https://www.appgate.com/blog/electric-company-ransomware-attack-calls-for-14-million-in-ransom#:~:text=Light%20S , not%20disclosed%20by%20the%20company .
PAGANINI P . Sodinokibi ransomware operators hit electrical energy company Light S .A[EB/OL]. [ 2023-11-06 ]. https://securityaffairs.co/wordpress/105477/cyber-crime/sodinokibi-ransomware-light-s-a.html https://securityaffairs.co/wordpress/105477/cyber-crime/sodinokibi-ransomware-light-s-a.html .
LU A Y , YANG G H . False data injection attacks against state estimation in the presence of sensor failures [J]. Information Sciences , 2020 , 508 : 92 - 104 .
LI B B , XIAO G X , LU R X , et al . On feasibility and limitations of detecting false data injection attacks on power grid state estimation using D-FACTS devices [J]. IEEE Transactions on Industrial Informatics , 2020 , 16 ( 2 ): 854 - 864 .
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 .
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 .
BO X Y , QU Z Y , WANG L , et al . Active defense research against false data injection attacks of power CPS based on data-driven algorithms [J]. Energies , 2022 , 15 ( 19 ): 7432 .
MUSLEH A S , CHEN G , DONG Z Y . A survey on the detection algorithms for false data injection attacks in smart grids [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 3 ): 2218 - 2234 .
MOHAMMADI M , KAVOUSI-FARD A , DABBAGHJAM ANESH M , et al . Effective management of energy Internet in renewable hybrid microgrids: a secured data driven resilient architecture [J]. IEEE Transactions on Industrial Informatics , 2022 , 18 ( 3 ): 1896 - 1904 .
DOU C X , WU D , YUE D , et al . A hybrid method for false data injection attack detection in smart grid based on variational mode decomposition and OS-ELM [J]. CSEE Journal of Power and Energy Systems , 2020 , 8 ( 6 ): 1697 - 1707 .
YANG J , ZHANG Y . A privacy-preserving algorithm for AC microgrid cyber-physical system against false data injection attacks [J]. Journal of Modern Power Systems and Clean Energy , 2023 , 11 ( 4 ): 1646 - 1658 .
董运昌 , 王启明 , 曹杰 , 等 . 基于过采样和级联机器学习的电网虚假数据注入攻击识别 [J]. 电力系统自动化 , 2023 , 47 ( 8 ): 179 - 188 .
DONG Yunchang , WANG Qiming , CAO Jie , et al . Identification of false data injection attacks in power grid based on oversampling and cascade machine learning [J]. Automation of Electric Power Systems , 2023 , 47 ( 8 ): 179 - 188 .
JAFARI M , ASHIQUR RAHMAN M , PAUDYAL S . Optimal false data injection attacks against power system frequency stability [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 2 ): 1276 - 1288 .
SAHOO S , PENG J C H , DEVAKUMAR A , et al . On detection of false data in cooperative DC microgrids—a discordant element approach [J]. IEEE Transactions on Industrial Electronics , 2020 , 67 ( 8 ): 6562 - 6571 .
CHERDANTSEVA Y , BURNAP P , BLYTH A , et al . A review of cyber security risk assessment methods for SCADA systems [J]. Computers & Security , 2016 , 56 : 1 - 27 .
MAHMOUD M S , HAMDAN M M , BAROUDI U A . Modeling and control of cyber-physical systems subject to cyber attacks: a survey of recent advances and challenges [J]. Neurocomputing , 2019 , 338 : 101 - 115 .
刘坤 , 马书鹤 , 马奥运 , 等 . 基于机器学习的信息物理系统安全控制 [J]. 自动化学报 , 2021 , 47 ( 6 ): 1273 - 1283 .
LIU Kun , MA Shuhe , MA Aoyun , et al . Secure control for cyber-physical systems based on machine learning [J]. Acta Automatica Sinica , 2021 , 47 ( 6 ): 1273 - 1283 .
GUO H B , PANG Z H , SUN J , et al . An output-coding-based detection scheme against replay attacks in cyber-physical systems [J]. IEEE Transactions on Circuits and Systems Ⅱ: Express Briefs , 2021 , 68 ( 10 ): 3306 - 3310 .
FARHA F , NING H S , YANG S K , et al . Timestamp scheme to mitigate replay attacks in secure zigbee networks [J]. IEEE Transactions on Mobile Computing , 2020 : 1 .
周琨 . 基于SDN的工业互联网中间人攻击检测与防护 [D]. 北京 : 北京交通大学 , 2022 .
ZHOU Kun . Detection and protection of man-in-the-middle attack in industrial internet based on SDN [D]. Beijing : Beijing Jiaotong University , 2022 .
ZHANG X G , YANG G H , WASLY S . Man-in-the-middle attack against cyber-physical systems under random access protocol [J]. Information Sciences , 2021 , 576 : 708 - 724 .
张镇勇 . 智能电网中面向错误数据注入攻击的移动目标防御研究 [D]. 杭州 : 浙江大学 , 2020 .
ZHANG Zhenyong . Moving target defense against false data injection attack in smart grid [D]. Hangzhou : Zhejiang University , 2020 .
BOPAPE L P . Privacy for D2D communications based applications and services in IoT enabled networks [D]. Durban, South Africa : Durban University of Technology , 2021 .
钱斌 , 蔡梓文 , 肖勇 , 等 . 电力系统时间同步攻击研究综述 [J]. 电网技术 , 2020 , 44 ( 10 ): 4035 - 4045 .
QIAN Bin , CAI Ziwen , XIAO Yong , et al . Review on time synchronization attack in power system [J]. Power System Technology , 2020 , 44 ( 10 ): 4035 - 4045 .
KHALAJMEHRABADI A , GATSIS N , AKOPIAN D , et al . Real-time rejection and mitigation of time synchronization attacks on the global positioning system [J]. IEEE Transactions on Industrial Electronics , 2018 , 65 ( 8 ): 6425 - 6435 .
刘亮 , 苏盛 , 陈晓国 , 等 . 时间同步攻击对雷电定位系统的影响与分析 [J]. 高电压技术 , 2020 , 46 ( 12 ): 4319 - 4325 .
LIU Liang , SU Sheng , CHEN Xiaoguo , et al . Influence and analysis of time synchronization attack on lightning location system [J]. High Voltage Engineering , 2020 , 46 ( 12 ): 4319 - 4325 .
徐飞阳 , 薛安成 , 常乃超 , 等 . 电力系统同步相量异常数据检测与修复研究现状与展望 [J]. 中国电机工程学报 , 2021 , 41 ( 20 ): 6869 - 6886 .
XU Feiyang , XUE Ancheng , CHANG Naichao , et al . Research status and prospects of detection, correction and recovery for abnormal synchrophasor data in power system [J]. Proceedings of the CSEE , 2021 , 41 ( 20 ): 6869 - 6886 .
苏盛 , 汪干 , 刘亮 , 等 . 电力物联网终端安全防护研究综述 [J]. 高电压技术 , 2022 , 48 ( 2 ): 513 - 525 .
SU Sheng , WANG Gan , LIU Liang , et al . Review on security of power Internet of Things terminals [J]. High Voltage Engineering , 2022 , 48 ( 2 ): 513 - 525 .
王文博 , 刘绚 , 林海 , 等 . 基于深度学习的电力工控流量应用层报文异常检测 [J]. 电力系统自动化 , 2023 , 47 ( 11 ): 69 - 76 .
WANG Wenbo , LIU Xuan , LIN Hai , et al . Deep learning based anomaly detection for application-layer message of power industrial control communication traffic [J]. Automation of Electric Power Systems , 2023 , 47 ( 11 ): 69 - 76 .
王超超 . 面向恶意攻击的电力信息物理融合系统脆弱性评估 [D]. 济南 : 山东大学 , 2020 .
WANG Chaochao . Vulnerability assessment of cyber physical power system for malicious attack [D]. Jinan : Shandong University , 2020 .
QIAO S W , LIU X H , LIANG Y R , et al . Event-triggered sliding mode load frequency control of multiarea power systems under periodic denial-of-service attacks [J]. IEEE Systems Journal , 2023 , 17 ( 2 ): 2803 - 2814 .
HU S L , GE X H , CHEN X L , et al . Resilient load frequency control of islanded AC microgrids under concurrent false data injection and denial-of-service attacks [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 1 ): 690 - 700 .
YUAN H H , XIA Y Q , YANG H J . Resilient state estimation of cyber-physical system with multichannel transmission under DoS attack [J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems , 2021 , 51 ( 11 ): 6926 - 6937 .
LIU J Z , LU X N , WANG J H . Resilience analysis of DC microgrids under denial of service threats [J]. IEEE Transactions on Power Systems , 2019 , 34 ( 4 ): 3199 - 3208 .
TRIPATHI S , SINGH V P , KISHOR N , et al . Load frequency control of power system considering electric vehicles’ aggregator with communication delay [J]. International Journal of Electrical Power & Energy Systems , 2023 , 145 : 108697 .
DING P L , WANG Y N , YAN G F , et al . DoS attacks in electrical cyber-physical systems: a case study using TrueTime simulation tool [C]// 2017 Chinese Automation Congress (CAC) , October 20-22 , 2017 , Jinan, China : 6392 - 6396 .
GHIASI M , DEHGHANI M , NIKNAM T , et al . Resiliency/cost-based optimal design of distribution network to maintain power system stability against physical attacks: a practical study case [J]. IEEE Access , 2021 , 9 : 43862 - 43875 .
康文杰 . 基于信息物理融合的智能电网健壮性分析和新型安全模型研究 [D]. 长沙 : 国防科技大学 , 2018 .
KANG Wenjie . Research on robustness analysis and new security model of smart grid based on cyber-physical convergence [D]. Changsha : National University of Defense Technology , 2018 .
CAO P , JI Y P , DING M , et al . Research on the impact of graphite fiber attached insulator [C]// 2022 IEEE 5th International Electrical and Energy Conference (CIEEC) , May 27-29 , 2022 , Nangjing, China : 1704 - 1709 .
WU Y P , CHEN Z L , DANG J H , et al . Allocation of defensive and restorative resources in electric power system against consecutive multi-target attacks [J]. Reliability Engineering & System Safety , 2022 , 219 : 108199 .
GONG X J , TANG B , ZHU R J , et al . Data augmentation for electricity theft detection using conditional variational auto-encoder [J]. Energies , 2020 , 13 ( 17 ): 4291 .
GHIASI M , NIKNAM T , WANG Z L , et al . A comprehensive review of cyber-attacks and defense mechanisms for improving security in smart grid energy systems: past, present and future [J]. Electric Power Systems Research , 2023 , 215 : 108975 .
KUMAR M , PRASAD S , ANSARI M R , et al . Resonance attacks detection and mitigation control scheme on frequency regulation in multi-area smart grid [J]. International Journal of Control , 2023 , 96 ( 9 ): 2212 - 2229 .
WU Y D , WEI Z , WENG J , et al . Resonance attacks on load frequency control of smart grids [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 5 ): 4490 - 4502 .
TIAN J W , WANG B H , LI T Y , et al . Coordinated cyber-physical attacks considering DoS attacks in power systems [J]. International Journal of Robust and Nonlinear Control , 2020 , 30 ( 11 ): 4345 - 4358 .
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 .
赵阿南 . 信息物理协同的电力物联网网络攻击防御策略研究 [D]. 南京 : 东南大学 , 2021 .
ZHAO Anan . Research on coordinated cyber-physical cyber-attack defense strategy for power Internet of Things [D]. Nanjing : Southeast University , 2021 .
DENG R L , ZHUANG P , LIANG H . CCPA: coordinated cyber-physical attacks and countermeasures in smart grid [J]. IEEE Transactions on Smart Grid , 2017 , 8 ( 5 ): 2420 - 2430 .
LIU X , LI Z Y , LIU X D , et al . Masking transmission line outages via false data injection attacks [J]. IEEE Transactions on Information Forensics and Security , 2016 , 11 ( 7 ): 1592 - 1602 .
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 .
QIN C , ZHONG C Y , SUN B , et al . A tri-level optimal defense method against coordinated cyber-physical attacks considering full substation topology [J]. Applied Energy , 2023 , 339 : 120961 .
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 .
BI W J , ZHANG K F , LI Y P , 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 .
汤奕 , 李梦雅 , 王琦 , 等 . 电力信息物理系统网络攻击与防御研究综述:(二)检测与保护 [J]. 电力系统自动化 , 2019 , 43 ( 10 ): 1 - 9 .
TANG Yi , LI Mengya , WANG Qi , et al . A review on research of cyber-attacks and defense in cyber physical power systems: Part two detection and protection [J]. Automation of Electric Power Systems , 2019 , 43 ( 10 ): 1 - 9 .
ZHANG H , LIU B , WU H Y . Smart grid cyber-physical attack and defense: a review [J]. IEEE Access , 2021 , 9 : 29641 - 29659 .
NEJABATKHAH F , LI Y W , LIANG H , et al . Cyber-security of smart microgrids: a survey [J]. Energies , 2020 , 14 ( 1 ): 27 .
BADAR H M S , QADRI S , SHAMSHAD S , et al . An identity based authentication protocol for smart grid environment using physical uncloneable function [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 5 ): 4426 - 4434 .
ZENG X J , XU G Q , ZHENG X , et al . E-AUA: an efficient anonymous user authentication protocol for mobile IoT [J]. IEEE Internet of Things Journal , 2019 , 6 ( 2 ): 1506 - 1519 .
WANG S P , LI H , CHEN J J , et al . DAG blockchain-based lightweight authentication and authorization scheme for IoT devices [J]. Journal of Information Security and Applications , 2022 , 66 : 103134 .
AZAD M A , BAG S , PERERA C , et al . Authentic caller: self-enforcing authentication in a next-generation network [J]. IEEE Transactions on Industrial Informatics , 2020 , 16 ( 5 ): 3606 - 3615 .
于洁潇 , 于丽莹 , 杨挺 . 基于区块链的电力物联终端信任共识方法 [J]. 电力系统自动化 , 2021 , 45 ( 17 ): 1 - 10 .
YU Jiexiao , YU Liying , YANG Ting . Blockchain-based trust consensus method for power Internet of Things terminal [J]. Automation of Electric Power Systems , 2021 , 45 ( 17 ): 1 - 10 .
LALLIE H S , DEBATTISTA K , BAL J . A review of attack graph and attack tree visual syntax in cyber security [J]. Computer Science Review , 2020 , 35 : 100219 .
王宇飞 , 高昆仑 , 赵婷 , 等 . 基于改进攻击图的电力信息物理系统跨空间连锁故障危害评估 [J]. 中国电机工程学报 , 2016 , 36 ( 6 ): 1490 - 1499 .
WANG Yufei , GAO Kunlun , ZHAO Ting , et al . Assessing the harmfulness of cascading failures across space in electric cyber-physical system based on improved attack graph [J]. Proceedings of the CSEE , 2016 , 36 ( 6 ): 1490 - 1499 .
KAMAL M , FARAJOLLAHI M , NAZARIPOUYA H , et al . Cyberattacks against event-based analysis in micro-PMUs: attack models and counter measures [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 2 ): 1577 - 1588 .
ZHENG Y , YAN Z M , CHEN K J , et al . Vulnerability assessment of deep reinforcement learning models for power system topology optimization [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 4 ): 3613 - 3623 .
NI M , LI M L , LI J E , et al . Concept and research framework for coordinated situation awareness and active defense of cyber-physical power systems against cyber-attacks [J]. Journal of Modern Power Systems and Clean Energy , 2021 , 9 ( 3 ): 477 - 484 .
张琦 . 虚假数据注入攻击下电力信息物理系统的安全防御研究 [D]. 兰州 : 兰州理工大学 , 2022 .
ZHANG Qi . Research on security defense of power cyber physical system under false data injection attacks [D]. Lanzhou : Lanzhou University of Technology , 2022 .
SMITH M D , PATE-CORNELL M E . Cyber risk analysis for a smart grid: how smart is smart enough? a multiarmed bandit approach to cyber security investment [J]. IEEE Transactions on Engineering Management , 2018 , 65 ( 3 ): 434 - 447 .
GUAN S H , WANG J J , YAO H P , et al . Colonel Blotto games in network systems: models, strategies, and applications [J]. IEEE Transactions on Network Science and Engineering , 2020 , 7 ( 2 ): 637 - 649 .
SHAN X G , ZHUANG J . A game-theoretic approach to modeling attacks and defenses of smart grids at three levels [J]. Reliability Engineering & System Safety , 2020 , 195 : 106683 .
伏帅 . 考虑信息物理协同攻击的气-电混联系统的优化调度策略研究 [D]. 南京 : 南京邮电大学 , 2022 .
FU Shuai . Research on optimal scheduling strategy for gaselectricity interconnected system considering cooperative cyber-physical attacks [D]. Nanjing : Nanjing University of Posts and Telecommunications , 2022 .
薛禹胜 , 倪明 , 余文杰 , 等 . 计及通信信息安全预警与决策支持的停电防御系统 [J]. 电力系统自动化 , 2016 , 40 ( 17 ): 3 - 12 .
XUE Yusheng , NI Ming , YU Wenjie , et al . Power grid blackout defense system including communication/information security early warning and decision support [J]. Automation of Electric Power Systems , 2016 , 40 ( 17 ): 3 - 12 .
ASHOK A , GOVINDARASU M , WANG J H . Cyber-physical attack-resilient wide-area monitoring, protection, and control for the power grid [J]. Proceedings of the IEEE , 2017 , 105 ( 7 ): 1389 - 1407 .
GAO W Y , LI H , ZHONG M H , et al . An underestimated cybersecurity problem: quick-impact time synchronization attacks and a fast-triggered detection method [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 6 ): 4784 - 4798 .
刘东超 , 陈志刚 , 崔龙飞 . 基于物联网的环网柜在线监测技术研究 [J]. 电力系统保护与控制 , 2022 , 50 ( 20 ): 60 - 67 .
LIU Dongchao , CHEN Zhigang , CUI Longfei . Online monitoring technology of a ring network cabinet based on the Internet of Things [J]. Power System Protection and Control , 2022 , 50 ( 20 ): 60 - 67 .
马佳琪 , 王丰华 , 盛戈皞 , 等 . 基于同步挤压变换和深度迁移学习的GIS隔离开关故障诊断 [J/OL]. 电力自动化设备 [ 2023-11-06 ]. https://doi.org/10.16081/j.epae.202304019 https://doi.org/10.16081/j.epae.202304019 .
MA Jiaqi , WANG Fenghua , SHENG Gehao , et al . Fault diagnosis of GIS disconnector based on synchro squeezing transform and deep transfer learning [J/OL]. Electric Power Automation Equipment [ 2023-11-06 ]. https://doi.org/10.16081/j.epae.202304019 https://doi.org/10.16081/j.epae.202304019 .
刘硕 , 刘灏 , 毕天姝 , 等 . 考虑高阻接地的配电网故障检测方法 [J]. 电网技术 , 2023 , 47 ( 8 ): 3438 - 3448 .
LIU Shuo , LIU Hao , BI Tianshu , et al . Fault detection of distribution network considering high impedance faults [J]. Power System Technology , 2023 , 47 ( 8 ): 3438 - 3448 .
LIN H , CHEN C , WANG J H , et al . Self-healing attack-resilient PMU network for power system operation [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 3 ): 1551 - 1565 .
施念 . 考虑需求侧响应的配电网风电和储能协调规划方法研究 [D]. 武汉 : 华中科技大学 , 2018 .
SHI Nian . Research on coordinated planning of wind power and energy storage in distribution network considering demand response [D]. Wuhan : Huazhong University of Science and Technology , 2018 .
蔡胜 . 面向新型电力系统的弹性配电网顺序恢复方法研究 [D]. 南京 : 南京理工大学 , 2022 .
CAI Sheng . Research on the sequential service restoration of resilient distribution systems in new power systems [D]. Nanjing : Nanjing University of Science and Technology , 2022 .
韩讴竹 , 陈志铭 , 丁涛 , 等 . 计及风电不确定性的电力系统黑启动恢复模型 [J]. 电网技术 , 2023 , 47 ( 8 ): 3289 - 3304 .
HAN Ouzhu , CHEN Zhiming , DING Tao , et al . Power system black-start restoration model considering wind power uncertainties [J]. Power System Technology , 2023 , 47 ( 8 ): 3289 - 3304 .
朱秋莎 . 面向电力应用的高低轨卫星混合组网通信研究 [D]. 北京 : 华北电力大学 , 2021 .
ZHU Qiusha . Research on hybrid network communication of high and low orbit satellites for electric power applications [D]. Beijing : North China Electric Power University , 2021 .
GHASEMI S , MOSHTAGH J . Distribution system restoration after extreme events considering distributed generators and static energy storage systems with mobile energy storage systems dispatch in transportation systems [J]. Applied Energy , 2022 , 310 : 118507 .
ZHANG T M , JI X Y , XU W Y . Jamming-resilient backup nodes selection for RPL-based routing in smart grid AMI networks [J]. Mobile Networks and Applications , 2022 , 27 ( 1 ): 329 - 342 .
杨挺 , 闫鹏 , 蔡绍堂 , 等 . 基于主动割集的电力信息物理系统饱和防御方法 [J]. 中国电机工程学报 , 2022 , 42 ( 2 ): 475 - 487 .
YANG Ting , YAN Peng , CAI Shaotang , et al . Research on saturation defense method of power cyber-physical system based on active cut set [J]. Proceedings of the CSEE , 2022 , 42 ( 2 ): 475 - 487 .
WANG C G , MU G , CAO Y . A method for cleaning power grid operation data based on spatiotemporal correlation constraints [J]. IEEE Access , 2020 , 8 : 224741 - 224749 .
IBARRA L , GUILLEN D , AVILES J , et al . A Fourier-based phasor estimator with a modified moving average filter and its application in distribution networks [J]. IEEE Transactions on Industrial Informatics , 2022 , 18 ( 1 ): 698 - 706 .
DOBAKHSHARI A S , TERZIJA V , AZIZI S . Normalized deleted residual test for identifying interacting bad data in power system state estimation [J]. IEEE Transactions on Power Systems , 2022 , 37 ( 5 ): 4006 - 4016 .
张利隆 . 基于高斯过程和混合模型的工控入侵检测技术研究 [D]. 太原 : 太原理工大学 , 2021 .
ZHANG Lilong . Research on industrial control intrusion detection technology based on Gaussian process and hybrid model [D]. Taiyuan : Taiyuan University of Technology , 2021 .
KHAN M A , NASRALLA M M , UMAR M M , et al . An efficient multilevel probabilistic model for abnormal traffic detection in wireless sensor networks [J]. Sensors , 2022 , 22 ( 2 ): 410 .
VIJAYANAND R , DEVARAJ D . A novel feature selection method using whale optimization algorithm and genetic operators for intrusion detection system in wireless mesh network [J]. IEEE Access , 2020 , 8 : 56847 - 56854 .
江枫 . 基于数据挖掘及博弈论的异常用电检测及防御方法研究 [D]. 南宁 : 广西大学 , 2022 .
JIANG Feng . Research on abnormal power consumption detection and defense method based on data mining and game theory [D]. Nanning : Guangxi University , 2022 .
NAGARAJAN S M , DEVERAJAN G G , BASHIR A K , et al . IADF-CPS: intelligent anomaly detection framework towards cyber physical systems [J]. Computer Communications , 2022 , 188 : 81 - 89 .
LIU S C , SIANO P , WANG X Y . Intrusion-detector-dependent frequency regulation for microgrids under denial-of-service attacks [J]. IEEE Systems Journal , 2020 , 14 ( 2 ): 2593 - 2596 .
胡志坚 . 电力系统的安全分布式负载频率控制 [D]. 哈尔滨 : 哈尔滨工业大学 , 2021 .
HU Zhijian . Security control of distributed load frequency regulation for power systems [D]. Harbin : Harbin Institute of Technology , 2021 .
王潇 . 能源互联网恶意数据攻击及辨识研究 [D]. 北京 : 华北电力大学 , 2022 .
WANG Xiao . Research on malicious data attack and identification of energy internet [D]. Beijing : North China Electric Power University , 2022 .
KOSMANOS D , PAPPAS A , MAGLARAS L , et al . A novel intrusion detection system against spoofing attacks in connected electric vehicles [J]. Array , 2020 , 5 : 100013 .
杨挺 , 侯昱丞 , 赵黎媛 , 等 . 基于时-频域混合特征的变电站通信网异常流量检测方法 [J]. 电力系统自动化 , 2020 , 44 ( 16 ): 79 - 86 .
YANG Ting , HOU Yucheng , ZHAO Liyuan , et al . Abnormal traffic detection method of substation communication network based on time-frequency domain mixed features [J]. Automation of Electric Power Systems , 2020 , 44 ( 16 ): 79 - 86 .
RABIEINEJAD E , YAZDINEJAD A , PARIZI R M , et al . Generative adversarial networks for cyber threat hunting in ethereum blockchain [J]. Distributed Ledger Technologies: Research and Practice , 2 ( 2 ): 9 .
HU C M , YAN J , LIU X . Reinforcement learning-based adaptive feature boosting for smart grid intrusion detection [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 4 ): 3150 - 3163 .
PATEL A , ROY S , BALDI S . Wide-area damping control resilience towards cyber-attacks: a dynamic loop approach [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 4 ): 3438 - 3447 .
HUANG L N , ZHU Q Y . A dynamic games approach to proactive defense strategies against advanced persistent threats in cyber-physical systems [J]. Computers & Security , 2020 , 89 : 101660 .
YU Y , LIU G P , HU W S . Learning-based secure control for multichannel networked systems under smart attacks [J]. IEEE Transactions on Industrial Electronics , 2023 , 70 ( 7 ): 7183 - 7193 .
石乐义 , 李阳 , 马猛飞 . 蜜罐技术研究新进展 [J]. 电子与信息学报 , 2019 , 41 ( 2 ): 498 - 508 .
SHI Leyi , LI Yang , MA Mengfei . Latest research progress of honeypot technology [J]. Journal of Electronics & Information Technology , 2019 , 41 ( 2 ): 498 - 508 .
闫龙川 , 陈智雨 , 俞学豪 , 等 . 基于量子密钥分发的新型城镇电力业务安全交互架构 [J]. 电力系统自动化 , 2020 , 44 ( 8 ): 28 - 35 .
YAN Longchuan , CHEN Zhiyu , YU Xuehao , et al . Security interaction framework for electricity service in new-type town based on quantum key distribution [J]. Automation of Electric Power Systems , 2020 , 44 ( 8 ): 28 - 35 .
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 .
CHEN B W , WU L B , WANG H Q , et al . A blockchain-based searchable public-key encryption with forward and backward privacy for cloud-assisted vehicular social networks [J]. IEEE Transactions on Vehicular Technology , 2020 , 69 ( 6 ): 5813 - 5825 .
TUR M R , OGRAS H . Transmission of frequency balance instructions and secure data sharing based on chaos encryption in smart grid-based energy systems applications [J]. IEEE Access , 2021 , 9 : 27323 - 27332 .
杨挺 , 李大帅 , 蔡绍堂 , 等 . 面向用户隐私保护的用电数据压缩加密方法 [J]. 中国电机工程学报 , 2022 , 42 ( 增刊1 ): 58 - 69 .
YANG Ting , LI Dashuai , CAI Shaotang , et al . Power data compression and encryption method for user privacy protection [J]. Proceedings of the CSEE , 2022 , 42 ( Supplement 1 ): 58 - 69 .
王国安 . 面向知识共享的跨域访问控制技术研究与实现 [D]. 成都 : 电子科技大学 , 2021 .
WANG Guoan . Research and implementation of knowledge sharing-oriented cross-domain access control technology [D]. Chengdu : University of Electronic Science and Technology of China , 2021 .
赵丙镇 . 配用电业务用中频带电力线宽带通信技术及其安全性研究 [D]. 武汉 : 武汉大学 , 2021 .
ZHAO Bingzhen . Research on medium frequency power line broadband communication technology and its security for power distribution and utilization services [D]. Wuhan : Wuhan University , 2021 .
马铭鑫 . 复杂网络环境差异化密钥管理关键技术研究 [D]. 西安 : 西安电子科技大学 , 2021 .
MA Mingxin . Research on key technologies of differentiated key management in complex network environment [D]. Xi’an : Xidian University , 2021 .
LI Y C , ZHANG P , HUANG R . Lightweight quantum encryption for secure transmission of power data in smart grid [J]. IEEE Access , 2019 , 7 : 36285 - 36293 .
谢海鹏 , 钱雨琦 , 付炜 , 等 . 电力系统中量子信息学的应用现状及展望 [J]. 中国电机工程学报 , 2023 , 43 ( 12 ): 4485 - 4508 .
XIE Haipeng , QIAN Yuqi , FU Wei , et al . Status and prospect of quantum informatics in power systems [J]. Proceedings of the CSEE , 2023 , 43 ( 12 ): 4485 - 4508 .
刘雪花 , 丁丽萍 , 郑涛 , 等 . 面向网络取证的网络攻击追踪溯源技术分析 [J]. 软件学报 , 2021 , 32 ( 1 ): 194 - 217 .
LIU Xuehua , DING Liping , ZHENG Tao , et al . Analysis of cyber attack traceback techniques from the perspective of network forensics [J]. Journal of Software , 2021 , 32 ( 1 ): 194 - 217 .
邓彬 . 基于电网虚假数据注入攻击的防御策略研究 [D]. 长沙 : 湖南大学 , 2021 .
DENG Bin . Research on defense strategy based on false data injection attacks in power system [D]. Changsha : Hunan University , 2021 .
NIZAM S A S , IBRAHIM Z A , RAHIM F A , et al . Forensic analysis on false data injection attack on IoT environment [J/OL]. International Journal of Advanced Computer Science and Applications [ 2023-11-06 ]. https://api.semanticscholar.org/CorpusID:243888538 https://api.semanticscholar.org/CorpusID:243888538 .
0
Views
0
下载量
5
CSCD
Publicity Resources
Related Articles
Related Author
Related Institution
京公网安备11010802024621