信息物理协同攻击在新型电力系统中的分析、建模与防御策略综述

黄辉辉; 魏强; 耿洋洋; 吴茜琼; 陈昊文

doi:10.11959/j.issn.2096-109x.2025042

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信息物理协同攻击在新型电力系统中的分析、建模与防御策略综述

专题：新型工业化网络安全 | 更新时间：2025-09-12

- 信息物理协同攻击在新型电力系统中的分析、建模与防御策略综述
- Cyber-physical coordinated attack: a review of analysis, modeling and defense strategies in next-generation power systems
- 网络与信息安全学报 2025年11卷第4期页码：50-72
- 作者机构：
  
  信息工程大学网络空间安全学院，河南郑州，450001
- 作者简介：
  
  [ "黄辉辉（1988- ），男，河南洛阳人，信息工程大学副教授，主要研究方向为电力信息物理系统安全。" ]
  [ "魏强（1979- ），男，江西南昌人，信息工程大学博士生导师，主要研究方向为网络空间安全。" ]
  [ "耿洋洋（1993- ），男，新疆伊犁人，信息工程大学讲师，主要研究方向为工业控制系统安全。" ]
  [ "吴茜琼（1981- ），女，江西萍乡人，信息工程大学副教授，主要研究方向为电力系统安全。" ]
  [ "陈昊文（1990- ），男，河南新乡人，信息工程大学讲师，主要研究方向为软件安全。" ]
- 基金信息：
  
  国家自然科学基金(61833015);中原科技创新领军人才计划项目(224200510002)
- DOI：10.11959/j.issn.2096-109x.2025042
  中图分类号： TP393
- 收稿：2025-03-05，
  
  修回：2025-06-24，
  
  纸质出版：2025-08-25
- 稿件说明：
移动端阅览
黄辉辉, 魏强, 耿洋洋, 等. 信息物理协同攻击在新型电力系统中的分析、建模与防御策略综述[J]. 网络与信息安全学报, 2025, 11(4): 50-72.

Format: HUANG H H, WEI Q, GENG Y Y, et al. Cyber-physical coordinated attack: a review of analysis, modeling and defense strategies in next-generation power systems[J]. Chinese Journal of Network and Information Security, 2025, 11(4): 50-72.
黄辉辉, 魏强, 耿洋洋, 等. 信息物理协同攻击在新型电力系统中的分析、建模与防御策略综述[J]. 网络与信息安全学报, 2025, 11(4): 50-72. DOI： 10.11959/j.issn.2096-109x.2025042.

Format: HUANG H H, WEI Q, GENG Y Y, et al. Cyber-physical coordinated attack: a review of analysis, modeling and defense strategies in next-generation power systems[J]. Chinese Journal of Network and Information Security, 2025, 11(4): 50-72. DOI： 10.11959/j.issn.2096-109x.2025042.

摘要

新型电力系统信息物理深度融合加剧了网络安全风险，信息物理协同攻击（cyber-physical coordinated attack

CCPA）通过跨域路径对系统的稳定性构成重大威胁。针对新型电力系统信息物理深度融合的特点，对CCPA建立了“攻击特征-建模方法-防御策略”三位一体的研究体系。首先，识别新型电力系统面临的攻击类型，构建“感-传-决-控”闭环威胁分析模型，解构CCPA过程的多阶段协同特征与级联失效机理；其次，基于信息-物理域耦合接口威胁分析，构建多维度建模技术分类体系，探讨CCPA在复杂建模中面临的挑战和不同实际场景下的差异性；最后，融合博弈论与多目标优化理论，综述了跨学科、多层次的防御策略框架，并指出其在实际应用中面临的挑战。研究结果可为提升新型电力系统的安全性和韧性提供理论依据和实践指导。

Abstract

The deep cyber-physical integration in next-generation power systems was found to exacerbate cybersecurity risks

among which cyber-physical coordinated attacks (CCPA) were identified as significant threats to system stability through cross-domain pathways. To address the characteristics of deep cyber-physical integration in modern power systems

a tripartite research framework focusing on “attack characteristics–modeling methods–defense strategies” was established. Attack types faced by emerging power grids were systematically identified

and a closed-loop “sense–transmit–decide–control” (STDC) threat analysis model was developed to dissect the multi-stage coordinated features and cascading failure mechanisms of CCPA. Through threat analysis conducted at the coupling interfaces between the information and physical domains

a multi-dimensional modeling taxonomy was constructed to explore the complex modeling challenges and differences present in actual scenarios during the evolution of CCPA. By integrating game theory and multi-objective optimization theory

a cross-disciplinary defense framework with hierarchical coordination was proposed

while practical implementation challenges were highlighted. The research findings provide theoretical foundations and actionable insights for enhancing the security and resilience of next-generation power systems.

关键词

Keywords

references

ZHANG Z Y , DENG R L , TIAN Y L , et al . SPMA: stealthy physics-manipulated attack and countermeasures in cyber-physical smart grid [J ] . IEEE Transactions on Information Forensics and Security , 2023 , 18 : 581 - 596 .

SALAZAR L , CASTRO S R , LOZANO J , et al . A tale of two industroyers: it was the season of darkness [C ] // Proceedings of the 2024 IEEE Symposium on Security and Privacy (SP) . Piscataway : IEEE Press , 2024 : 312 - 330 .

樊伟 , 刘永艳 . 美国多措并举构建网络安全战略体系 [J ] . 军事文摘 , 2024 ( 1 ): 34 - 37 .

FAN W , LIU Y Y . The United States has taken many measures to build a network security strategic system [J ] . Military Digest , 2024 ( 1 ): 34 - 37 .

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 J , LANG H K , TAN T Y , 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 .

胡金炜 , 张玉健 , 蔡莹 , 等 . 虚拟电厂网络安全研究综述及展望 [J ] . 中国电机工程学报 , 2025 , 45 ( 8 ): 2876 - 2899 .

HU J W , ZHANG Y J , CAI Y , et al . Review and prospect on cyber security of virtual power plant [J ] . Proceedings of the CSEE , 2025 , 45 ( 8 ): 2876 - 2899 .

程鹏 , 张镇勇 , 邓瑞龙 , 等 . 新型电力系统主动防御技术体系白皮书（2023） [R ] . 浙江大学 , 2023 .

CHENG P , ZHANG Z Y , DENG R L , et al . White paper on active defense technology system for new power systems (2023) [R ] . Zhejiang University , 2023 .

蔡晔 , 刘放 , 曹一家 , 等 . 电力信息物理系统低代价多阶段高危攻击策略研究 [J ] . 电力系统自动化 , 2021 , 45 ( 20 ): 1 - 8 .

CAI Y , LIU F , CAO Y J , et al . Research on low-cost multi-stage high-risk attack strategy for power cyber-physical system [J ] . Automation of Electric Power Systems , 2021 , 45 ( 20 ): 1 - 8 .

刘依晗 , 王宇飞 . 新型电力系统中跨域连锁故障的演化机理与主动防御探索 [J ] . 中国电力 , 2022 , 55 ( 2 ): 62 - 72, 81 .

LIU Y H , WANG Y F . Exploring the evolution mechanism and active defense of cross-domain cascading failures in new type power system [J ] . Electric Power , 2022 , 55 ( 2 ): 62 - 72, 81 .

王琦 , 李梦雅 , 汤奕 , 等 . 电力信息物理系统网络攻击与防御研究综述(一)建模与评估 [J ] . 电力系统自动化 , 2019 , 43 ( 9 ): 9 - 21 .

WANG Q , LI M Y , TANG Y , et al . A review on research of cyber-attacks and defense in cyber physical power systems part one modelling and evaluation [J ] . Automation of Electric Power Systems , 2019 , 43 ( 9 ): 9 - 21 .

朱炳铨 , 郭逸豪 , 郭创新 , 等 . 信息失效威胁下的电力信息物理系统安全评估与防御研究综述 [J ] . 电力系统保护与控制 , 2021 , 49 ( 1 ): 178 - 187 .

ZHU B Q , GUO Y H , GUO C X , et al . A survey of the security assessment and security defense of a cyber physical power system under cyber failure threat [J ] . Power System Protection and Control , 2021 , 49 ( 1 ): 178 - 187 .

杨杰 , 郭逸豪 , 郭创新 , 等 . 考虑模型与数据双重驱动的电力信息物理系统动态安全防护研究综述 [J ] . 电力系统保护与控制 , 2022 , 50 ( 7 ): 176 - 187 .

YANG J , GUO Y H , GUO C X , et al . A review of dynamic security protection on a cyber physical power system considering model and data driving [J ] . Power System Protection and Control , 2022 , 50 ( 7 ): 176 - 187 .

YOHANANDHAN R V , ELAVARASAN R M , PUGAZHENDHI R , et al . A holistic review on cyber-physical power system (CPPS) testbeds for secure and sustainable electric power grid-Part-II: classification, overview and assessment of CPPS testbeds [J ] . International Journal of Electrical Power & Energy Systems , 2022 , 137 : 107721 .

TOOKI O O , POPOOLA O M . A critical review on intelligent-based techniques for detection and mitigation of cyberthreats and cascaded failures in cyber-physical power systems [J ] . Renewable Energy Focus , 2024 , 51 : 100628 .

FENG Y X , HUANG R , ZHAO W J , et al . A survey on coordinated attacks against cyber-physical power systems: attack, detection, and defense methods [J ] . Electric Power Systems Research , 2025 , 241 : 111286 .

HAHN A , THOMAS R K , LOZANO I , et al . A multi-layered and kill-chain based security analysis framework for cyber-physical systems [J ] . International Journal of Critical Infrastructure Protection , 2015 , 11 : 39 - 50 .

ALGULIYEV R , IMAMVERDIYEV Y , SUKHOSTAT L . Cyber-physical systems and their security issues [J ] . Computers in Industry , 2018 , 100 : 212 - 223 .

BROOKS Z . Hacking driverless vehicles [C ] // DEFCON . 2016 .

KROTOFIL M , LARSEN J , GOLLMANN D . The process matters: ensuring data veracity in cyber-physical systems [C ] // Proceedings of the 10th ACM Symposium on Information, Computer and Communications Security . New York : ACM , 2015 : 133 - 144 .

DJOUADI S M , MELIN A M , FERRAGUT E M , et al . Finite energy and bounded actuator attacks on cyber-physical systems [C ] // Proceedings of the 2015 European Control Conference (ECC) . Piscataway : IEEE Press , 2015 : 3659 - 3664 .

SINGHAL A . Data warehousing and data mining techniques for cyber security [M ] . Cham : Springer , 2007 .

MITCHELL R , CHEN I R . Effect of intrusion detection and response on reliability of cyber physical systems [J ] . IEEE Transactions on Reliability , 2013 , 62 ( 1 ): 199 - 210 .

YU H F , KAMINSKY M , GIBBONS P B , et al . SybilGuard: defending against sybil attacks via social networks [J ] . IEEE/ACM Transactions on Networking , 2008 , 16 ( 3 ): 576 - 589 .

NAIR V J , SRIVASTAVA P , ANNASWAMY A . Enhancing power grid resilience to cyber-physical attacks using distributed retail electricity markets [C ] // Proceedings of the 15th ACM/IEEE International Conference on Cyber-Physical Systems . Piscataway : IEEE Press , 2024 : 55 - 66 .

ZHANG H , LIU B , WU H Y . Smart grid cyber-physical attack and defense: a review [J ] . IEEE Access , 2021 , 9 : 29641 - 29659 .

ZHANG J N , LI Q , YE J , et al . Cyber-physical security framework for photovoltaic farms [C ] // Proceedings of the 2020 IEEE CyberPELS (CyberPELS) . Piscataway : IEEE Press , 2020 : 1 - 7 .

LI H W , LU R X , ZHOU L , et al . An efficient merkle-tree-based authentication scheme for smart grid [J ] . IEEE Systems Journal , 2013 , 8 ( 2 ): 655 - 663 .

ZELLER M . Common questions and answers addressing the aurora vulnerability [R ] . Schweitzer Engineering Laboratories , 2011 .

LIANG J W , SANKAR L , KOSUT O . Vulnerability analysis and consequences of false data injection attack on power system state estimation [J ] . IEEE Transactions on Power Systems , 2016 , 31 ( 5 ): 3864 - 3872 .

YUAN Y L , LI Z Y , REN K . Modeling load redistribution attacks in power systems [J ] . IEEE Transactions on Smart Grid , 2011 , 2 ( 2 ): 382 - 390 .

SOLTAN S , ZUSSMAN G . EXPOSE the line failures following a cyber-physical attack on the power grid [J ] . IEEE Transactions on Control of Network Systems , 2018 , 6 ( 1 ): 451 - 461 .

CHA S T , WU Q W , NIELSEN A H , et al . Real-time hardware-In-the-loop (HIL) testing for power electronics controllers [C ] // Proceedings of the 2012 Asia-Pacific Power and Energy Engineering Conference . Piscataway : IEEE Press , 2012 : 1 - 6 .

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 .

PLIATSIOS D , SARIGIANNIDIS P , LAGKAS T , et al . A survey on SCADA systems: secure protocols, incidents, threats and tactics [J ] . IEEE Communications Surveys & Tutorials , 2020 , 22 ( 3 ): 1942 - 1976 .

UPADHYAY D , SAMPALLI S . SCADA (supervisory control and data acquisition) systems: vulnerability assessment and security recommendations [J ] . Computers & Security , 2020 , 89 : 101666 .

WAN Y , CAO J D . A brief survey of recent advances and methodologies for the security control of complex cyber-physical networks [J ] . Sensors , 2023 , 23 ( 8 ): 4013 .

KANG W J , LIU Q , ZHU P D , et al . Coordinated cyber-physical attacks based on different attack strategies for cascading failure analysis in smart grids [J ] . Wireless Networks , 2024 , 30 ( 5 ): 3821 - 3836 .

YOHANANDHAN R V , ELAVARASAN R M , MANOHARAN P , et al . Cyber-physical power system (CPPS): a review on modeling, simulation, and analysis with cyber security applications [J ] . IEEE Access , 2020 , 8 : 151019 - 151064 .

KHALID H M , MUYEEN S M , PENG J C H . Cyber-attacks in a looped energy-water nexus: an inoculated sub-observer-based approach [J ] . IEEE Systems Journal , 2020 , 14 ( 2 ): 2054 - 2065 .

YU L , SUN X M , SUI T J . False-data injection attack in electricity generation system subject to actuator saturation: analysis and design [J ] . IEEE Transactions on Systems, Man, and Cybernetics: Systems , 2019 , 49 ( 8 ): 1712 - 1719 .

PATEL A , PURWAR S . Switching attacks on smart grid using non-linear sliding surface [J ] . IET Cyber-Physical Systems: Theory & Applications , 2019 , 4 ( 4 ): 382 - 392 .

WU G Y , WANG G , SUN J , et al . Optimal partial feedback attacks in cyber-physical power systems [J ] . IEEE Transactions on Automatic Control , 2020 , 65 ( 9 ): 3919 - 3926 .

QI J J , HAHN A , LU X N , et al . Cybersecurity for distributed energy resources and smart inverters [J ] . IET Cyber-Physical Systems: Theory & Applications , 2016 , 1 ( 1 ): 28 - 39 .

CARDENAS D J S , HAHN A , LIU C C . Assessing cyber-physical risks of IoT-based energy devices in grid operations [J ] . IEEE Access , 2020 , 8 : 61161 - 61173 .

王琦 , 邰伟 , 汤奕 , 等 . 面向电力信息物理系统的虚假数据注入攻击研究综述 [J ] . 自动化学报 , 2019 , 45 ( 1 ): 72 - 83 .

WANG Q , TAI W , TANG Y , et al . A review on false data injection attack toward cyber-physical power system [J ] . Acta Automatica Sinica , 2019 , 45 ( 1 ): 72 - 83 .

JAHROMI A A , KEMMEUGNE A , KUNDUR D , et al . Cyber-physical attacks targeting communication-assisted protection schemes [J ] . IEEE Transactions on Power Systems , 2020 , 35 ( 1 ): 440 - 450 .

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 .

HUANG X G , QIN Z J , LIU H . A survey on power grid cyber security: from component-wise vulnerability assessment to system-wide impact analysis [J ] . IEEE Access , 2018 , 6 : 69023 - 69035 .

CHEN K R , WEN F S , PALU I . Cyber contingencies impacts analysis in cyber physical power system [C ] // Proceedings of the 2019 IEEE International Conference on Energy Internet (ICEI) . Piscataway : IEEE Press , 2019 : 37 - 41 .

AHMADIAN S , TANG X , MALKI H A , et al . Modelling cyber attacks on electricity market using mathematical programming with equilibrium constraints [J ] . IEEE Access , 2019 , 7 : 27376 - 27388 .

ZHANG Y , KRISHNAN V V G , PI J , et al . Cyber physical security analytics for transactive energy systems [J ] . IEEE Transactions on Smart Grid , 2019 , 11 ( 2 ): 931 - 941 .

CAO G , GU W , LI P X , et al . Operational risk evaluation of active distribution networks considering cyber contingencies [J ] . IEEE Transactions on Industrial Informatics , 2020 , 16 ( 6 ): 3849 - 3861 .

RAWAT D B , RODRIGUES J , STOJMENOVIC I . Cyber - physical systems: from theory to practice [M ] . Boca Raton : CRC Press , 2015 .

SANFELICE G R . Control of hybrid systems: an overview of recent advances [M ] // Hybrid Systems with Constraints . Hoboken : Wiley , 2013 .

GOEBEL R , SANFELICE R G , TEEL A R . Hybrid dynamical systems [J ] . IEEE Control Systems Magazine , 2009 , 29 ( 2 ): 28 - 93 .

SANFELICE R G . On the existence of control Lyapunov functions and state-feedback laws for hybrid systems [J ] . IEEE Transactions on Automatic Control , 2013 , 58 ( 12 ): 3242 - 3248 .

SANFELICE R G . Interconnections of hybrid systems: some challenges and recent results [J ] . Journal of Nonlinear Systems and Applications , 2011 , 2 : 111 - 121 .

SANFELICE R G , GOEBEL R , TEEL A R . Generalized solutions to hybrid dynamical systems [J ] . ESAIM: Control, Optimisation and Calculus of Variations , 2008 , 14 ( 4 ): 699 - 724 .

SANFELICE R , COPP D , NANEZ P . A toolbox for simulation of hybrid systems in Matlab/Simulink: hybrid equations (HyEQ) toolbox [C ] // Proceedings of the 16th International Conference on Hybrid Systems: Computation and Control . New York : ACM , 2013 : 101 - 106 .

GOEBEL R , SANFELICE R G , TEEL A R . Hybrid dynamical systems: modeling, stability, and robustness [M ] . New Jersey : Princeton Universsity Press , 2012 .

WANG Y N , LIN Z Y , LIANG X , et al . On modeling of electrical cyber-physical systems considering cyber security [J ] . Frontiers of Information Technology & Electronic Engineering , 2016 , 17 ( 5 ): 465 - 478 .

PARANDEHGHEIBI M , MODIANO E , HAY D . Mitigating cascading failures in interdependent power grids and communication networks [C ] // Proceedings of the 2014 IEEE International Conference on Smart Grid Communications (SmartGridComm) . Piscataway : IEEE Press , 2014 : 242 - 247 .

KIM J , TONG L . On topology attack of a smart grid: undetectable attacks and countermeasures [J ] . IEEE Journal on Selected Areas in Communications , 2013 , 31 ( 7 ): 1294 - 1305 .

LOU X , YAU D K Y , NGUYEN H H , et al . Profit-optimal and stability-aware load curtailment in smart grids [J ] . IEEE Transactions on Smart Grid , 2013 , 4 ( 3 ): 1411 - 1420 .

WILLIAMS M A , KOELN J P , PANGBORN H C , et al . Dynamical graph models of aircraft electrical, thermal, and turbomachinery components [J ] . Journal of Dynamic Systems, Measurement, and Control , 2018 , 140 ( 4 ): 041013 .

LI W Z , XIE L , DENG Z L , et al . False sequential logic attack on SCADA system and its physical impact analysis [J ] . Computers & Security , 2016 , 58 : 149 - 159 .

GURSESLI O , DESROCHERS A A . Modeling infrastructure interdependencies using Petri nets [C ] // Proceedings of the 2003 IEEE International Conference on Systems , Man & Cybernetics . Piscataway : IEEE Press , 2003 : 1506 - 1512 .

LAPRIE J C , KANOUN K , KAÂNICHE M . Modelling interdependencies between the electricity and information infrastructures [M ] // Computer Safety, Reliability, and Security . Heidelberg : Springer , 2007 : 54 - 67 .

LIU X X , ZHANG J X , ZHU P D . Modeling cyber-physical attacks based on probabilistic colored Petri nets and mixed-strategy game theory [J ] . International Journal of Critical Infrastructure Protection , 2017 , 16 : 13 - 25 .

CHEN T M , SANCHEZ-AARNOUTSE J C , BUFORD J . Petri net modeling of cyber-physical attacks on smart grid [J ] . IEEE Transactions on Smart Grid , 2011 , 2 ( 4 ): 741 - 749 .

DAVIS K R , DAVIS C M , ZONOUZ S A , et al . A cyber-physical modeling and assessment framework for power grid infrastructures [J ] . IEEE Transactions on Smart Grid , 2015 , 6 ( 5 ): 2464 - 2475 .

KHAND P A . System level security modeling using attack trees [C ] // Proceedings of the 2009 2nd International Conference on Computer, Control and Communication . Piscataway : IEEE Press , 2009 : 1 - 6 .

WADHAWAN Y , ALMAJALI A , NEUMAN C . A comprehensive analysis of smart grid systems against cyber-physical attacks [J ] . Electronics , 2018 , 7 ( 10 ): 249 .

LIU N , ZHANG J H , ZHANG H , et al . Security assessment for communication networks of power control systems using attack graph and MCDM [J ] . IEEE Transactions on Power Delivery , 2010 , 25 ( 3 ): 1492 - 1500 .

WANG Y F , GAO K L , ZHAO T , et al . Assessing the harmfulness of cascading failures across space in electric cyber-physical system based on improved attack graph [J ] . Proceedings of the Chinese Society of Electrical Engineering , 2016 , 36 ( 6 ): 1490 - 1499 .

ZHANG Y C , WANG L F , XIANG Y M , et al . Power system reliability evaluation with SCADA cybersecurity considerations [J ] . IEEE Transactions on Smart Grid , 2015 , 6 ( 4 ): 1707 - 1721 .

ZONOUZ S , DAVIS C M , DAVIS K R , et al . SOCCA: a security-oriented cyber-physical contingency analysis in power infrastructures [J ] . IEEE Transactions on Smart Grid , 2013 , 5 ( 1 ): 3 - 13 .

ZHANG Y C , WANG L F , XIANG Y M , et al . Inclusion of SCADA cyber vulnerability in power system reliability assessment considering optimal resources allocation [J ] . IEEE Transactions on Power Systems , 2016 , 31 ( 6 ): 4379 - 4394 .

BOZZELLI L , MOLINARI A , MONTANARI A , et al . Interval vs. point temporal logic model checking [J ] . ACM Transactions on Computational Logic , 2019 , 20 ( 1 ): 1 - 31 .

ZHANG Z H , GONG S P , DIMITROVSKI A D , et al . Time synchronization attack in smart grid: impact and analysis [J ] . IEEE Transactions on Smart Grid , 2013 , 4 ( 1 ): 87 - 98 .

ANWAR A , MAHMOOD A N , TARI Z . Identification of vulnerable node clusters against false data injection attack in an AMI based Smart Grid [J ] . Information Systems , 2015 , 53 : 201 - 212 .

SRIDHAR S , GOVINDARASU M . Model-based attack detection and mitigation for automatic generation control [J ] . IEEE Transactions on Smart Grid , 2017 , 5 ( 2 ): 580 - 591 .

ZHANG X L , YANG X Y , LIN J , et al . On data integrity attacks against real-time pricing in energy-based cyber-physical systems [J ] . IEEE Transactions on Parallel and Distributed Systems , 2016 , 28 ( 1 ): 170 - 187 .

YANG Q Y , YANG J , YU W , et al . On false data-injection attacks against power system state estimation: modeling and countermeasures [J ] . IEEE Transactions on Parallel and Distributed Systems , 2014 , 25 ( 3 ): 717 - 729 .

LIU S , MASHAYEKH S , KUNDUR D , et al . A framework for modeling cyber-physical switching attacks in smart grid [J ] . IEEE Transactions on Emerging Topics in Computing , 2013 , 1 ( 2 ): 273 - 285 .

ELIASSI M , KHOSHKHOLGH DASHTAKI A , SEIFI H , et al . Application of Bayesian networks in composite power system reliability assessment and reliability-based analysis [J ] . IET Generation , Transmission & Distribution, 2015 , 9 ( 13 ): 1755 - 1764 .

FARRAJ A , HAMMAD E , AL DAOUD A , et al . A game-theoretic analysis of cyber switching attacks and mitigation in smart grid systems [J ] . IEEE Transactions on Smart Grid , 2016 , 7 ( 4 ): 1846 - 1855 .

WEI L F , SARWAT A I , SAAD W , et al . Stochastic games for power grid protection against coordinated cyber-physical attacks [J ] . IEEE Transactions on Smart Grid , 2018 , 9 ( 2 ): 684 - 694 .

BHOR D , ANGAPPAN K , SIVALINGAM K M . Network and power-grid co-simulation framework for smart grid wide-area monitoring networks [J ] . Journal of Network and Computer Applications , 2016 , 59 : 274 - 284 .

CELLI G , PEGORARO P A , PILO F , et al . DMS cyber-physical simulation for assessing the impact of state estimation and communication media in smart grid operation [J ] . IEEE Transactions on Power Systems , 2014 , 29 ( 5 ): 2436 - 2446 .

CAO Y J , SHI X Y , LI Y , et al . A simplified co-simulation model for investigating impacts of cyber-contingency on power system operations [J ] . IEEE Transactions on Smart Grid , 2018 , 9 ( 5 ): 4893 - 4905 .

KAZMI J H , LATIF A , AHMAD I , et al . A flexible smart grid co-simulation environment for cyber-physical interdependence analysis [C ] // Proceedings of the 2016 Workshop on Modeling and Simulation of Cyber-Physical Energy Systems (MSCPES) . Piscataway : IEEE Press , 2016 : 1 - 6 .

LI W , MONTI A , LUO M , et al . VPNET: a co-simulation framework for analyzing communication channel effects on power systems [C ] // Proceedings of the 2011 IEEE Electric Ship Technologies Symposium . Piscataway : IEEE Press , 2011 : 143 - 149 .

LI S H , SHI L B . A tri-level optimization strategy incorporating wind power against coordinated cyber-physical attacks [J ] . IET Generation , Transmission & Distribution, 2023 , 17 ( 10 ): 2228 - 2248 .

LI Z Y , SHAHIDEHPOUR M , ALABDULWAHAB A , et al . Bilevel model for analyzing coordinated cyber-physical attacks on power systems [J ] . IEEE Transactions on Smart Grid , 2016 , 7 ( 5 ): 2260 - 2272 .

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 .

伊娜 , 徐建军 , 陈月 , 等 . 基于深度强化学习的多阶段信息物理协同拓扑攻击方法 [J ] . 电力工程技术 , 2023 , 42 ( 4 ): 149 - 158 .

YI N , XU J J , CHEN Y , et al . A multi-stage coordinated cyber-physical topology attack method based on deep reinforcement learning [J ] . Electric Power Engineering Technology , 2023 , 42 ( 4 ): 149 - 158 .

刘耕铭 , 刘文霞 , 张艺伟 , 等 . 考虑电压控制的信息物理协同攻击模型 [J ] . 华北电力大学学报(自然科学版) , 2023 , 50 ( 3 ): 46 - 56 , 66 , 128 - 130 .

LIU G M , LIU W X , ZHANG Y W , et al . Coordinated cyber-physical attacks model considering voltage control [J ] . Journal of North China Electric Power University (Natural Science Edition) , 2023 , 50 ( 3 ): 46 - 56 , 66 , 128 - 130 .

魏玉玺 . 考虑虚假数据注入的智能电网信息物理协同攻击策略与影响分析 [D ] . 沈阳 : 东北大学 , 2021 .

WEI Y X . Analysis of cyber-Physical coordinated attack strategy and impact considering false data injection in smart grid [D ] . Shenyang : Northeastern University , 2021 .

冯晓萌 . 面向信息物理协同的电力系统攻击/防御策略研究 [D ] . 沈阳 : 东北大学 , 2019 .

FENG X M . Research on attack/defense strategies for power systems under cyber-physical cooperation [D ] . Shenyang : Northeastern University , 2019 .

原欣 . 网络攻击下电力信息-物理融合系统的风险传播及防控策略研究 [D ] . 沈阳 : 东北大学 , 2018 .

YUAN X . Research on risk propagation and prevention and control strategies of power information - physical fusion systems under cyber attacks [D ] . Shenyang : Northeastern University , 2018 .

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 X P . Research on cyber - physical cooperative defense methods for power system network attacks [D ] . Nanjing : Southeast University , 2021 .

遆宝中 . 提升电力信息物理系统韧性的蓄意攻击防御及故障恢复策略研究 [D ] . 北京 : 华北电力大学 , 2022 .

TI B Z . Research on intentional attack defense and fault recovery strategies to enhance the resilience of power information physical systems [D ] . Beijing : North China Electric Power University , 2022 .

闫旻睿 . 微电网信息物理系统脆弱性分析与防御策略研究 [D ] . 杭州 : 浙江大学 , 2024 .

YAN M R . Research on vulnerability analysis and defense strategies of microgrid cyber-physical systems [D ] . Hangzhou : Zhejiang University , 2024 .

张博 . 信息物理融合的孤岛微电网安全稳定运行控制研究 [D ] . 秦皇岛 : 燕山大学 , 2021 .

ZHANG B . Research on secure and stable operation control of islanded microgrids with cyber-physical convergence [D ] . Qinhuangdao : Yanshan University , 2021 .

曹戈 . 信息物理融合下微电网运行评估及控制研究 [D ] . 南京 : 东南大学 , 2021 .

CAO G . Research on operation evaluation and control of microgrids with cyber-physical convergence [D ] . Nanjing : Southeast University , 2021 .

马良 . 信息物理融合环境下网络攻击的微电网弹性控制策略 [D ] . 北京 : 华北电力大学 , 2021 .

MA L . Resilient control strategies for microgrids against network attacks in cyber-physical converged environments [D ] . Beijing : North China Electric Power University , 2021 .

殷浩洋 , 刘东 , 陈冠宏 , 等 . 面向虚拟电厂的协同网络攻击模型及跨空间故障传播机理 [J ] . 电力系统自动化 , 2023 , 47 ( 8 ): 34 - 43 .

YIN H Y , LIU D , CHEN G H , et al . Coordinated cyber attack model and cross-space fault propagation mechanism for virtual power plant [J ] . Automation of Electric Power Systems , 2023 , 47 ( 8 ): 34 - 43 .

WANG Z H , HE H B , WAN Z Q , et al . Coordinated topology attacks in smart grid using deep reinforcement learning [J ] . IEEE Transactions on Industrial Informatics , 2021 , 17 ( 2 ): 1407 - 1415 .

LEI J Y , GAO S B , SHI J , et al . A reinforcement learning approach for defending against multiscenario load redistribution attacks [J ] . IEEE Transactions on Smart Grid , 2022 , 13 ( 5 ): 3711 - 3722 .

SIKORSKI J J , HAUGHTON J , KRAFT M . Blockchain technology in the chemical industry: machine-to-machine electricity market [J ] . Applied Energy , 2017 , 195 : 234 - 246 .

COSTA A , GEORGIADIS D , NG T S , et al . An optimization model for power grid fortification to maximize attack immunity [J ] . International Journal of Electrical Power & Energy Systems , 2018 , 99 : 594 - 602 .

HOLMGREN A J , JENELIUS E , WESTIN J . Evaluating strategies for defending electric power networks against antagonistic attacks [J ] . IEEE Transactions on Power Systems , 2007 , 22 ( 1 ): 76 - 84 .

BOMPARD E , GAO C W , NAPOLI R , et al . Risk assessment of malicious attacks against power systems [J ] . IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans , 2009 , 39 ( 5 ): 1074 - 1085 .

CHEN G , DONG Z Y , HILL D J , et al . Exploring reliable strategies for defending power systems against targeted attacks [J ] . IEEE Transactions on Power Systems , 2011 , 26 ( 3 ): 1000 - 1009 .

MA C Y T , YAU D K Y , LOU X , et al . Markov game analysis for attack-defense of power networks under possible misinformation [J ] . IEEE Transactions on Power Systems , 2012 , 28 ( 2 ): 1676 - 1686 .

SANJAB A , SAAD W . Data injection attacks on smart grids with multiple adversaries: a game-theoretic perspective [J ] . IEEE Transactions on Smart Grid , 2016 , 7 ( 4 ): 2038 - 2049 .

RANJBAR M H , KHERADMANDI M , PIRAYESH A . Game framework for optimal allocation of spinning reserve to confront intelligent physical attacks on power system [J ] . IET Generation , Transmission & Distribution, 2019 , 13 ( 1 ): 92 - 98 .

KHEZRIMOTLAGH D , KHAZAEI J , ASRARI A . MILP modeling of targeted false load data injection cyberattacks to overflow transmission lines in smart grids [C ] // Proceedings of the 2019 North American Power Symposium (NAPS) . Piscataway : IEEE Press , 2019 : 1 - 7 .

ALKAF M , KHAZAEI J , HADI AMINI M , et al . Optimal attack strategy for multi-transmission line congestion in cyber-physical smart grids [C ] // Proceedings of the 2019 tenth International Green and Sustainable Computing Conference (IGSC) . Piscataway : IEEE Press , 2019 : 1 - 6 .

TAN Y , LI Y , CAO Y J , et al . Cyber-attack on overloading multiple lines: a bilevel mixed-integer linear programming model [J ] . IEEE Transactions on Smart Grid , 2017 , 9 ( 2 ): 1534 - 1536 .

YAO Y M , EDMUNDS T , PAPAGEORGIOU D , et al . Trilevel optimization in power network defense [J ] . IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews) , 2007 , 37 ( 4 ): 712 - 718 .

ZHANG H B , MA S T , DING T , et al . Multi-stage multi-zone defender-attacker-defender model for optimal resilience strategy with distribution line hardening and energy storage system deployment [J ] . IEEE Transactions on Smart Grid , 2021 , 12 ( 2 ): 1194 - 1205 .

DU M , LIU X , ZHOU Q , et al . Hybrid robust tri-level defense model against multiperiod uncertain attacks [J ] . IEEE Transactions on Smart Grid , 2022 , 13 ( 4 ): 3255 - 3265 .

HUANG Y D , HE T , CHAUDHURI N R , et al . Preventing outages under coordinated cyber-physical attack with secured PMUs [J ] . IEEE Transactions on Smart Grid , 2022 , 13 ( 4 ): 3160 - 3173 .

HE H H , HUANG S J , LIU Y J , et al . A tri-level optimization model for power grid defense with the consideration of post-allocated DGs against coordinated cyber-physical attacks [J ] . International Journal of Electrical Power & Energy Systems , 2021 , 130 : 106903 .

MOTTO A L , ARROYO J M , GALIANA F D . A mixed-integer LP procedure for the analysis of electric grid security under disruptive threat [J ] . IEEE Transactions on Power Systems , 2005 , 20 ( 3 ): 1357 - 1365 .

江钧 , 成乐祥 , 孙国强 , 等 . 考虑安全域的配电网重构二阶锥双层规划模型 [J ] . 电力系统保护与控制 , 2019 , 47 ( 4 ): 9 - 16 .

JIANG J , CHENG L X , SUN G Q , et al . Distribution network reconfiguration based on second order cone bi-level programming considering security distance [J ] . Power System Protection and Control , 2019 , 47 ( 4 ): 9 - 16 .

JAHAN M S , AMJADY N . Solution of large-scale security constrained optimal power flow by a new bi-level optimisation approach based on enhanced gravitational search algorithm [J ] . IET Generation , Transmission & Distribution, 2013 , 7 ( 12 ): 1481 - 1491 .

WEI L , TIAN Q L . Multi-objective optimal load distribution based on improved gravitational search algorithm in power plants [C ] // Proceedings of the 2018 Chinese Control and Decision Conference (CCDC) . Piscataway : IEEE Press , 2018 : 3910 - 3915 .

张忠会 , 雷大勇 , 蒋昌辉 , 等 . 基于二阶锥规划和NNC法的交直流混合配电网双层规划模型及其求解方法 [J ] . 中国电机工程学报 , 2023 , 43 ( 1 ): 70 - 85 .

ZHANG Z H , LEI D Y , JIANG C H , et al . A bi-level planning model and its solution method of AC/DC hybrid distribution network based on second-order cone programming and NNC method [J ] . Proceedings of the CSEE , 2023 , 43 ( 1 ): 70 - 85 .

WANG C , WEI W , WANG J H , et al . Robust defense strategy for gas-electric systems against malicious attacks [J ] . IEEE Transactions on Power Systems , 2016 , 32 ( 4 ): 2953 - 2965 .

STREET A , MOREIRA A , ARROYO J M . Energy and reserve scheduling under a joint generation and transmission security criterion: an adjustable robust optimization approach [J ] . IEEE Transactions on Power Systems , 2014 , 29 ( 1 ): 3 - 14 .

荆朝霞 , 王宏益 , 吴青华 . 220 kV电网供电能力计算的改进Benders分解法 [J ] . 中国电机工程学报 , 2017 , 37 ( 17 ): 4893 - 4900 .

JING Z X , WANG H Y , WU Q H . Modified Benders decomposition method for total supplying capability calculation of 220kV power grid [J ] . Proceedings of the CSEE , 2017 , 37 ( 17 ): 4893 - 4900 .

XIANG Y M , WANG L F . An improved defender-attacker-defender model for transmission line defense considering offensive resource uncertainties [J ] . IEEE Transactions on Smart Grid , 2019 , 10 ( 3 ): 2534 - 2546 .

GAN W , SHAHIDEHPOUR M , GUO J B , et al . A tri-level planning approach to resilient expansion and hardening of coupled power distribution and transportation systems [J ] . IEEE Transactions on Power Systems , 2022 , 37 ( 2 ): 1495 - 1507 .

马钰锡 , 张全新 , 谭毓安 , 等 . 面向智能攻击的行为预测研究 [J ] . 软件学报 , 2021 , 32 ( 5 ): 1526 - 1546 .

MA Y X , ZHANG Q X , TAN Y A , et al . Research on behavior-prediction for intelligent attacks [J ] . Journal of Software , 2021 , 32 ( 5 ): 1526 - 1546 .

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