基于态势感知的电网台风预警防御框架研究综述
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摘要
鉴于态势感知在电力系统的应用和发展,对基于态势感知技术的电网台风预警防御框架进行研究,以应对近年来频发的台风灾害。基于态势感知的3个阶段对台风预警防御框架的主要研究内容和关键技术进行归纳。在态势要素采集环节对台风预警防御系统需采集的信息进行了拓展和总结。基于所获取的数据,在态势理解环节对电力设备的静态故障率和电网的韧性进行实时评估,以实时感知电网的运行状态。在未来态势预测环节,在预测和修正台风的路径及风速的基础上,对台风灾害下电网的运行风险评估方法进行归纳分析,包括单个故障、群发性故障和连锁故障的风险预测。最后,总结了基于态势感知的电网台风预警防御的整体框架,并对台风预警防御框架的未来发展方向进行展望。
In view of the application and development of situation awareness in power system, the typhoon early warning and defense framework based on situation awareness technology is studied in order to cope with the typhoon disaster frequently happened in recent years. This paper summarizes the main research contents and key technologies of the typhoon early warning and defense framework based on the three stages of situation awareness. Firstly, the information needed to be collected in typhoon warning and defense system is summarized and developed in the situation elements collection stage. Secondly, based on the data obtained, the static failure rate of power equipment and the resilience of the grid are assessed real-timely to sense the operating status of the power system in the situation understanding stage. Thirdly, based on the prediction and correction of the typhoon path and wind speed, the risk assessment method of the grid under the typhoon disaster is summarized in the future trend prediction stage, including the risk prediction of the single fault, the mass fault and the chain fault. Finally, the overall framework of typhoon early warning and defense based on situation awareness is summarized, and the future trend of typhoon warning and defense framework is forecasted.
In view of the application and development of situation awareness in power system, the typhoon early warning and defense framework based on situation awareness technology is studied in order to cope with the typhoon disaster frequently happened in recent years. This paper summarizes the main research contents and key technologies of the typhoon early warning and defense framework based on the three stages of situation awareness. Firstly, the information needed to be collected in typhoon warning and defense system is summarized and developed in the situation elements collection stage. Secondly, based on the data obtained, the static failure rate of power equipment and the resilience of the grid are assessed real-timely to sense the operating status of the power system in the situation understanding stage. Thirdly, based on the prediction and correction of the typhoon path and wind speed, the risk assessment method of the grid under the typhoon disaster is summarized in the future trend prediction stage, including the risk prediction of the single fault, the mass fault and the chain fault. Finally, the overall framework of typhoon early warning and defense based on situation awareness is summarized, and the future trend of typhoon warning and defense framework is forecasted.
引文
[1]殷洁,戴尔阜,吴绍洪.中国台风灾害综合风险评估与区划[J].地理科学,2013,33(11):1370-1376.YIN Jie,DAI Erfu,WU Shaohong.Integrated risk assessment and zoning of typhoon disasters in China[J].Scientia Geographica Sinica,2013,33(11):1370-1376.
[2]金学成,陈堂龙,邹根华,等.自适应外部环境的电网安全稳定智能防御系统应用[J].电力系统保护与控制,2015,43(23):137-142.JIN Xuecheng,CHEN Tanglong,ZOU Genhua,et al.Application of power security and stability intelligent defense system self-adapting the external environment[J].Power System Protection and Control,2015,43(23):137-142.
[3]中国电力企业联合会.南方电网全面恢复“彩虹”影响用户供电[EB/OL].[2015-10-13].http://www.cec.org.cn/yaowenkuaidi/2015-10-13/144046.html.
[4]国家电网公司.全力以赴战台风众志成城保供电[EB/OL].[2016-09-18].http://www.sgcc.com.cn/shouye/tbxw/335882.shtml.
[5]薛禹胜,吴勇军,谢云云,等.停电防御框架向自然灾害预警的拓展[J].电力系统自动化,2013,37(16):18-26.XUE Yusheng,WU Yongjun,XIE Yunyun,et al.Extension of blackout defense scheme to natural disasters earlywarning[J].Automation of Electric Power Systems,2013,37(16):18-26.
[6]XUE Y S,XIAO S J.Generalized congestion of power systems:insights from the massive blackouts in India[J].Journal of Modern Power Systems and Clean Energy,2013,1(2):91-100.
[7]XUE Y S,CAI B,JAMES G,et al.Primary energy congestion of power systems[J].Journal of Modern Power Systems and Clean Energy,2013,2(1):39-49.
[8]吴勇军,薛禹胜,谢云云,等.台风及暴雨对电网故障率的时空影响[J].电力系统自动化,2016,40(2):20-29,83.WU Yongjun,XUE Yusheng,XIE Yunyun,et al.Spacetime impact of typhoon and rainstorm on power grid fault probability[J].Automation of Electric Power Systems,2016,40(2):20-29,83.
[9]宋春丽,刘涤尘,吴军,等.基于差异化全寿命周期成本的电网规划经济性评估方法[J].电网技术,2013,37(7):1849-1855.SONG Chunli,LIU Dichen,WU Jun,et al.An economic assessment of power system planning based on differentiated life cycle cost[J].Power System Technology,2013,37(7):1849-1855.
[10]陈皓勇,胡斌,叶荣.计及气象灾害因素的电网规划方法[J].电网技术,2009,33(20):82-87.CHEN Haoyong,HU Bin,YE Rong.Transmission network planning considering weather disaster[J].Power System Technology,2009,33(20):82-87.
[11]薛禹胜,费圣英,卜凡强.极端外部灾害中的停电防御系统构思(一)新的挑战与反思[J].电力系统自动化,2008,32(9):1-6.XUE Yusheng,FEI Shengying,BU Fanqiang.Upgrading the blackout defense scheme against extreme disasters part I new challenges and reflection[J].Automation of Electric Power Systems,2008,32(9):1-6.
[12]薛禹胜,费圣英,卜凡强.极端外部灾害中的停电防御系统构思(二)任务与展望[J].电力系统自动化,2008,32(10):1-5.XUE Yusheng,FEI Shengying,BU Fanqiang.Upgrading the blackout defense scheme against extreme disasters part II tasks and prospects[J].Automation of Electric Power Systems,2008,32(10):1-5.
[13]熊小伏,翁世杰,王建,等.电网台风风险预警系统方案设计[J].重庆大学学报,2014,37(7):27-32.XIONG Xiaofu,WENG Shijie,WANG Jian,et al.Research and application of typhoon risk early warning system for power grid[J].Journal of Chongqing University,2014,37(7):27-32.
[14]BROWN R E.Changing infrastructure requirements for major weather events[C]//IEEE Power and Energy Society General Meeting,July 22-26,2012,San Diego,USA:1-3.
[15]王昊昊,罗建裕,徐泰山,等.中国电网自然灾害防御技术现状调查与分析[J].电力系统自动化,2010,34(23):5-10,118.WANG Haohao,LUO Jianyu,XU Taishan,et al.Questionnaire survey and analysis of natural disaster defense techniques of power grids in China[J].Automation of Electric Power Systems,2010,34(23):5-10,118.
[16]张行,王逸飞,何迪,等.电网防灾减灾现状分析及建议[J].电网技术,2016,40(9):2838-2844.ZHANG Hang,WANG Yifei,HE Di,et al.Overview of situation,problems and suggestions of disaster prevention and mitigation in power systems[J].Power System Technology,2016,40(9):2838-2844.
[17]马静,高翔,李益楠,等.考虑离散马尔可夫模型的多工况电力系统自适应控制策略[J].电网技术,2015,39(10):2856-2861.MA Jing,GAO Xiang,LI Yinan,et al.Adaptive control strategy considering discrete Markov model for power system with multiple operating conditions[J].Power System Technology,2015,39(10):2856-2861.
[18]SUN Qiming,SHI Libao,NI Yixin,et al.An enhanced cascading failure model integrating data mining technique[J].Protection and Control of Modern Power Systems,2017,1(2):1-10.DOI:10.1186/s41601-017-0035-3.
[19]王守相,梁栋,葛磊蛟.智能配电网态势感知和态势利导关键技术[J].电力系统自动化,2016,40(12):2-8.WANG Shouxiang,LIANG Dong,GE Leijiao.Key technologies of situation awareness and orientation for smart distribution systems[J].Automation of Electric Power Systems,2016,40(12):2-8.
[20]贾宁,王彬,孙宏斌,等.基于全景精细化模型的风电场能量管理系统研制及应用[J].电力系统保护与控制,2016,44(14):61-68.JIA Ning,WANG Bin,SUN Hongbin,et al.Development and application of panoramic fine modeling based wind farm energy management system[J].Power System Protection and Control,2016,44(14):61-68.
[21]CHEN Heng,ZHANG Lin,MO Jianzhong,et al.Synchrophasor-based real-time state estimation and situational awareness system for power system operation[J].Journal of Modern Power Systems and Clean Energy,2016,4(3):370-382.
[22]KHODAPARAST J,KHEDERZADEH M.Least square and Kalman based methods for dynamic phasor estimation:a review[J].Protection and Control of Modern Power Systems,2017,1(2):1-18.DOI:10.1186/s41601-016-0032-y.
[23]PANTELI M,KIRSCHEN D S.Situation awareness in power systems:theory,challenges and applications[J].Electric Power Systems Research,2015,122:140-151.
[24]栾文鹏,王冠,徐大青.支持多种服务和业务融合的高级量测体系架构[J].中国电机工程学报,2014,34(29):5088-5095.LUAN Wenpeng,WANG Guan,XU Daqing.Advanced metering infrastructure solution supporting multiple services and business integration[J].Proceedings of the CSEE,2014,34(29):5088-5095.
[25]王继业,季知祥,史梦洁,等.智能配用电大数据需求分析与应用研究[J].中国电机工程学报,2015,35(8):1829-1836.WANG Jiye,JI Zhixiang,SHI Mengjie,et al.Scenario analysis and application research on big data in smart power distribution and consumption systems[J].Proceedings of the CSEE,2015,35(8):1829-1836.
[26]雷正新,韩蓓,聂萌,等.配电网大数据环境下的多点负荷预测算法与应用研究[J].电力系统保护与控制,2016,44(23):68-78.LEI Zhengxin,HAN Bei,NIE Meng,et al.Research and application of multi-node load forecasting algorithm under the environment of distribution network’s big data[J].Power System Protection and Control,2016,44(23):68-78.
[27]周华锋,胡荣,李晓露,等.基于态势感知技术的电力系统运行驾驶舱设计[J].电力系统自动化,2015,39(7):130-137.ZHOU Huafeng,HU Rong,LI Xiaolu,et al.Design of power system operation cockpit based on situation awareness technology[J].Automation of Electric Power Systems,2015,39(7):130-137.
[28]高海翔,陈颖,黄少伟,等.配电网韧性及其相关研究进展[J].电力系统自动化,2015,39(23):1-8.GAO Haixiang,CHEN Ying,HUANG Shaowei,et al.Distribution systems resilience:an overview of research progress[J].Automation of Electric Power Systems,2015,39(23):1-8.
[29]姚恺丰,于继来,徐泰山,等.热带气旋引发电网群发性故障的动态事故集生成方法[J].电网技术,2014,38(6):1593-1599.YAO Kaifeng,YU Jilai,XU Taishan,et al.A method to generate dynamic accident set for power grid clustered faults caused by tropical cyclone[J].Power System Technology,2014,38(6):1593-1599.
[30]Department of Homeland Security,USA.Department of homeland security.Critical infrastructure security and resilience functional relationships[R].Washington DC,USA,2013.
[31]LIU C.Distribution systems:reliable but not resilient?[J].IEEE Power and Energy Magazine,2015,13(3):93-96.
[32]DACIS G,SNYDER A,MADER J.The future of distribution system resiliency[C]//2014 Clemson University Power Systems Conference,March 11-14,2014,Clemson,USA:1-8.
[33]CHEW V Y,YASHIRO T.Development of assessment method of resilient capacity of urban energy systems[C]//Proceedings of SB12-Oulu Sustainable Procurement in Urban Regeneration and Renovation Northern Europe and North-West Russia,May 21-25,2012,Oulu,Finland:1-8.
[34]OUYANG M,DUEAS-OSORIO L,MIN X.A three-stage resilience analysis framework for urban infrastructure systems[J].Structural Safety,2012(36/37):23-31.
[35]O’ROURKE T D.Critical infrastructure,interdependencies,and resilience[J].Spring,2007,37(1):22-29.
[36]VUGRIN E D,CAMPHOUSE R C,DOWNES P S,et al.Measurement of system resilience:application to chemical supply chains[C]//Proceedings of SIAM Conference Mathematics for Industry:Challenges and Frontiers,October 9-10,2009,San Francisco,USA:1-9.
[37]方伟华,林伟.面向灾害风险评估的台风风场模型研究综述[J].地理科学进展,2013,32(6):852-867.FANG Weihua,LIN Wei.A review on typhoon wind field modeling for disaster risk assessment[J].Progress in Geography,2013,32(6):852-867.
[38]IEEE PES Reliability Risk and Probability Applications Subcommittee.Probabilistic security assessment for power system operations[C]//Proceedings of the IEEE PES General Meeting,June 6-10,2004,Denver,USA:212-220.
[39]宋晓喆,汪震,甘德强,等.台风天气条件下的电网暂态稳定风险评估[J].电力系统保护与控制,2012,40(24):1-8.SONG Xiaozhe,WANG Zhen,GAN Deqiang,et al.Transient stability risk assessment of power grid under typhoon weather[J].Power System Protection and Control,2012,40(24):1-8.
[40]何永秀,朱茳,罗涛,等.城市电网规划自然灾害风险评价研究[J].电工技术学报,2011,26(12):205-210.HE Yongxiu,ZHU Jiang,LUO Tao,et al.Risk assessment of natural disaster in urban electric power network planning[J].Transactions of China Electrotechnical Society,2011,26(12):205-210.
[41]白杨,谢乐,夏清,等.中国推进售电侧市场化的制度设计与建议[J].电力系统自动化,2015,39(14):1-7.BAI Yang,XIE Le,XIA Qing,et al.Institutional design of chinese retail electricity market reform and related suggestions[J].Automation of Electric Power Systems,2015,39(14):1-7.
[42]薛禹胜,谢云云,文福拴,等.关于电力系统相继故障研究的评述[J].电力系统自动化,2013,37(19):1-9,40.XUE Yusheng,XIE Yunyun,WEN Fushuan,et al.A review on cascading failures in power systems[J].Automation of Electric Power Systems,2013,37(19):1-9,40.
[43]刘文颖,王佳明,谢昶,等.基于脆性风险熵的复杂电网连锁故障脆性源辨识模型[J].中国电机工程学报,2012,32(31):142-149,230.LIU Wenying,WANG Jiaming,XIE Chang,et al.Brittleness source identification model for cascading failure of complex power grid based on brittle risk entropy[J].Proceedings of the CSEE,2012,32(31):142-149,230.
[44]曾凯文,文劲宇,程时杰,等.复杂电网连锁故障下的关键线路辨识[J].中国电机工程学报,2014,34(7):1103-1112.ZENG Kaiwen,WEN Jinyu,CHENG Shijie,et al.Critical line identification of complex power system in cascading failure[J].Proceedings of the CSEE,2014,34(7):1103-1112.
[45]李勇,刘俊勇,刘晓宇,等.基于潮流熵的电网连锁故障传播元件的脆弱性评估[J].电力系统自动化,2012,36(19):11-16.LI Yong,LIU Junyong,LIU Xiaoyu,et al.Vulnerability assessment in power grid cascading failures based on entropy of power flow[J].Automation of Electric Power Systems,2012,36(19):11-16.
[46]吴旭,张建华,吴林伟,等.输电系统连锁故障的运行风险评估算法[J].中国电机工程学报,2012,32(34):74-82,12.WU Xu,ZHANG Jianhua,WU Linwei,et al.Method of operational risk assessment on transmission system cascading failure[J].Proceedings of the CSEE,2012,32(34):74-82,12.
[47]吴文可,文福拴,薛禹胜,等.基于马尔可夫链的电力系统连锁故障预测[J].电力系统自动化,2013,37(5):29-37.WU Wenke,WEN Fushuan,XUE Yusheng,et al.A Markov chain based model for forecasting power system cascading failures[J].Automation of Electric Power Systems,2013,37(5):29-37.
[48]吴旭,张建华,赵天阳,等.基于模糊聚类和模糊推理的电网连锁故障预警方法[J].电网技术,2013,37(6):1659-1665.WU Xu,ZHANG Jianhua,ZHAO Tianyang,et al.A forewarning method of cascading failure in power grid based on fuzzy clustering and fuzzy inference[J].Power System Technology,2013,37(6):1659-1665.
[2]金学成,陈堂龙,邹根华,等.自适应外部环境的电网安全稳定智能防御系统应用[J].电力系统保护与控制,2015,43(23):137-142.JIN Xuecheng,CHEN Tanglong,ZOU Genhua,et al.Application of power security and stability intelligent defense system self-adapting the external environment[J].Power System Protection and Control,2015,43(23):137-142.
[3]中国电力企业联合会.南方电网全面恢复“彩虹”影响用户供电[EB/OL].[2015-10-13].http://www.cec.org.cn/yaowenkuaidi/2015-10-13/144046.html.
[4]国家电网公司.全力以赴战台风众志成城保供电[EB/OL].[2016-09-18].http://www.sgcc.com.cn/shouye/tbxw/335882.shtml.
[5]薛禹胜,吴勇军,谢云云,等.停电防御框架向自然灾害预警的拓展[J].电力系统自动化,2013,37(16):18-26.XUE Yusheng,WU Yongjun,XIE Yunyun,et al.Extension of blackout defense scheme to natural disasters earlywarning[J].Automation of Electric Power Systems,2013,37(16):18-26.
[6]XUE Y S,XIAO S J.Generalized congestion of power systems:insights from the massive blackouts in India[J].Journal of Modern Power Systems and Clean Energy,2013,1(2):91-100.
[7]XUE Y S,CAI B,JAMES G,et al.Primary energy congestion of power systems[J].Journal of Modern Power Systems and Clean Energy,2013,2(1):39-49.
[8]吴勇军,薛禹胜,谢云云,等.台风及暴雨对电网故障率的时空影响[J].电力系统自动化,2016,40(2):20-29,83.WU Yongjun,XUE Yusheng,XIE Yunyun,et al.Spacetime impact of typhoon and rainstorm on power grid fault probability[J].Automation of Electric Power Systems,2016,40(2):20-29,83.
[9]宋春丽,刘涤尘,吴军,等.基于差异化全寿命周期成本的电网规划经济性评估方法[J].电网技术,2013,37(7):1849-1855.SONG Chunli,LIU Dichen,WU Jun,et al.An economic assessment of power system planning based on differentiated life cycle cost[J].Power System Technology,2013,37(7):1849-1855.
[10]陈皓勇,胡斌,叶荣.计及气象灾害因素的电网规划方法[J].电网技术,2009,33(20):82-87.CHEN Haoyong,HU Bin,YE Rong.Transmission network planning considering weather disaster[J].Power System Technology,2009,33(20):82-87.
[11]薛禹胜,费圣英,卜凡强.极端外部灾害中的停电防御系统构思(一)新的挑战与反思[J].电力系统自动化,2008,32(9):1-6.XUE Yusheng,FEI Shengying,BU Fanqiang.Upgrading the blackout defense scheme against extreme disasters part I new challenges and reflection[J].Automation of Electric Power Systems,2008,32(9):1-6.
[12]薛禹胜,费圣英,卜凡强.极端外部灾害中的停电防御系统构思(二)任务与展望[J].电力系统自动化,2008,32(10):1-5.XUE Yusheng,FEI Shengying,BU Fanqiang.Upgrading the blackout defense scheme against extreme disasters part II tasks and prospects[J].Automation of Electric Power Systems,2008,32(10):1-5.
[13]熊小伏,翁世杰,王建,等.电网台风风险预警系统方案设计[J].重庆大学学报,2014,37(7):27-32.XIONG Xiaofu,WENG Shijie,WANG Jian,et al.Research and application of typhoon risk early warning system for power grid[J].Journal of Chongqing University,2014,37(7):27-32.
[14]BROWN R E.Changing infrastructure requirements for major weather events[C]//IEEE Power and Energy Society General Meeting,July 22-26,2012,San Diego,USA:1-3.
[15]王昊昊,罗建裕,徐泰山,等.中国电网自然灾害防御技术现状调查与分析[J].电力系统自动化,2010,34(23):5-10,118.WANG Haohao,LUO Jianyu,XU Taishan,et al.Questionnaire survey and analysis of natural disaster defense techniques of power grids in China[J].Automation of Electric Power Systems,2010,34(23):5-10,118.
[16]张行,王逸飞,何迪,等.电网防灾减灾现状分析及建议[J].电网技术,2016,40(9):2838-2844.ZHANG Hang,WANG Yifei,HE Di,et al.Overview of situation,problems and suggestions of disaster prevention and mitigation in power systems[J].Power System Technology,2016,40(9):2838-2844.
[17]马静,高翔,李益楠,等.考虑离散马尔可夫模型的多工况电力系统自适应控制策略[J].电网技术,2015,39(10):2856-2861.MA Jing,GAO Xiang,LI Yinan,et al.Adaptive control strategy considering discrete Markov model for power system with multiple operating conditions[J].Power System Technology,2015,39(10):2856-2861.
[18]SUN Qiming,SHI Libao,NI Yixin,et al.An enhanced cascading failure model integrating data mining technique[J].Protection and Control of Modern Power Systems,2017,1(2):1-10.DOI:10.1186/s41601-017-0035-3.
[19]王守相,梁栋,葛磊蛟.智能配电网态势感知和态势利导关键技术[J].电力系统自动化,2016,40(12):2-8.WANG Shouxiang,LIANG Dong,GE Leijiao.Key technologies of situation awareness and orientation for smart distribution systems[J].Automation of Electric Power Systems,2016,40(12):2-8.
[20]贾宁,王彬,孙宏斌,等.基于全景精细化模型的风电场能量管理系统研制及应用[J].电力系统保护与控制,2016,44(14):61-68.JIA Ning,WANG Bin,SUN Hongbin,et al.Development and application of panoramic fine modeling based wind farm energy management system[J].Power System Protection and Control,2016,44(14):61-68.
[21]CHEN Heng,ZHANG Lin,MO Jianzhong,et al.Synchrophasor-based real-time state estimation and situational awareness system for power system operation[J].Journal of Modern Power Systems and Clean Energy,2016,4(3):370-382.
[22]KHODAPARAST J,KHEDERZADEH M.Least square and Kalman based methods for dynamic phasor estimation:a review[J].Protection and Control of Modern Power Systems,2017,1(2):1-18.DOI:10.1186/s41601-016-0032-y.
[23]PANTELI M,KIRSCHEN D S.Situation awareness in power systems:theory,challenges and applications[J].Electric Power Systems Research,2015,122:140-151.
[24]栾文鹏,王冠,徐大青.支持多种服务和业务融合的高级量测体系架构[J].中国电机工程学报,2014,34(29):5088-5095.LUAN Wenpeng,WANG Guan,XU Daqing.Advanced metering infrastructure solution supporting multiple services and business integration[J].Proceedings of the CSEE,2014,34(29):5088-5095.
[25]王继业,季知祥,史梦洁,等.智能配用电大数据需求分析与应用研究[J].中国电机工程学报,2015,35(8):1829-1836.WANG Jiye,JI Zhixiang,SHI Mengjie,et al.Scenario analysis and application research on big data in smart power distribution and consumption systems[J].Proceedings of the CSEE,2015,35(8):1829-1836.
[26]雷正新,韩蓓,聂萌,等.配电网大数据环境下的多点负荷预测算法与应用研究[J].电力系统保护与控制,2016,44(23):68-78.LEI Zhengxin,HAN Bei,NIE Meng,et al.Research and application of multi-node load forecasting algorithm under the environment of distribution network’s big data[J].Power System Protection and Control,2016,44(23):68-78.
[27]周华锋,胡荣,李晓露,等.基于态势感知技术的电力系统运行驾驶舱设计[J].电力系统自动化,2015,39(7):130-137.ZHOU Huafeng,HU Rong,LI Xiaolu,et al.Design of power system operation cockpit based on situation awareness technology[J].Automation of Electric Power Systems,2015,39(7):130-137.
[28]高海翔,陈颖,黄少伟,等.配电网韧性及其相关研究进展[J].电力系统自动化,2015,39(23):1-8.GAO Haixiang,CHEN Ying,HUANG Shaowei,et al.Distribution systems resilience:an overview of research progress[J].Automation of Electric Power Systems,2015,39(23):1-8.
[29]姚恺丰,于继来,徐泰山,等.热带气旋引发电网群发性故障的动态事故集生成方法[J].电网技术,2014,38(6):1593-1599.YAO Kaifeng,YU Jilai,XU Taishan,et al.A method to generate dynamic accident set for power grid clustered faults caused by tropical cyclone[J].Power System Technology,2014,38(6):1593-1599.
[30]Department of Homeland Security,USA.Department of homeland security.Critical infrastructure security and resilience functional relationships[R].Washington DC,USA,2013.
[31]LIU C.Distribution systems:reliable but not resilient?[J].IEEE Power and Energy Magazine,2015,13(3):93-96.
[32]DACIS G,SNYDER A,MADER J.The future of distribution system resiliency[C]//2014 Clemson University Power Systems Conference,March 11-14,2014,Clemson,USA:1-8.
[33]CHEW V Y,YASHIRO T.Development of assessment method of resilient capacity of urban energy systems[C]//Proceedings of SB12-Oulu Sustainable Procurement in Urban Regeneration and Renovation Northern Europe and North-West Russia,May 21-25,2012,Oulu,Finland:1-8.
[34]OUYANG M,DUEAS-OSORIO L,MIN X.A three-stage resilience analysis framework for urban infrastructure systems[J].Structural Safety,2012(36/37):23-31.
[35]O’ROURKE T D.Critical infrastructure,interdependencies,and resilience[J].Spring,2007,37(1):22-29.
[36]VUGRIN E D,CAMPHOUSE R C,DOWNES P S,et al.Measurement of system resilience:application to chemical supply chains[C]//Proceedings of SIAM Conference Mathematics for Industry:Challenges and Frontiers,October 9-10,2009,San Francisco,USA:1-9.
[37]方伟华,林伟.面向灾害风险评估的台风风场模型研究综述[J].地理科学进展,2013,32(6):852-867.FANG Weihua,LIN Wei.A review on typhoon wind field modeling for disaster risk assessment[J].Progress in Geography,2013,32(6):852-867.
[38]IEEE PES Reliability Risk and Probability Applications Subcommittee.Probabilistic security assessment for power system operations[C]//Proceedings of the IEEE PES General Meeting,June 6-10,2004,Denver,USA:212-220.
[39]宋晓喆,汪震,甘德强,等.台风天气条件下的电网暂态稳定风险评估[J].电力系统保护与控制,2012,40(24):1-8.SONG Xiaozhe,WANG Zhen,GAN Deqiang,et al.Transient stability risk assessment of power grid under typhoon weather[J].Power System Protection and Control,2012,40(24):1-8.
[40]何永秀,朱茳,罗涛,等.城市电网规划自然灾害风险评价研究[J].电工技术学报,2011,26(12):205-210.HE Yongxiu,ZHU Jiang,LUO Tao,et al.Risk assessment of natural disaster in urban electric power network planning[J].Transactions of China Electrotechnical Society,2011,26(12):205-210.
[41]白杨,谢乐,夏清,等.中国推进售电侧市场化的制度设计与建议[J].电力系统自动化,2015,39(14):1-7.BAI Yang,XIE Le,XIA Qing,et al.Institutional design of chinese retail electricity market reform and related suggestions[J].Automation of Electric Power Systems,2015,39(14):1-7.
[42]薛禹胜,谢云云,文福拴,等.关于电力系统相继故障研究的评述[J].电力系统自动化,2013,37(19):1-9,40.XUE Yusheng,XIE Yunyun,WEN Fushuan,et al.A review on cascading failures in power systems[J].Automation of Electric Power Systems,2013,37(19):1-9,40.
[43]刘文颖,王佳明,谢昶,等.基于脆性风险熵的复杂电网连锁故障脆性源辨识模型[J].中国电机工程学报,2012,32(31):142-149,230.LIU Wenying,WANG Jiaming,XIE Chang,et al.Brittleness source identification model for cascading failure of complex power grid based on brittle risk entropy[J].Proceedings of the CSEE,2012,32(31):142-149,230.
[44]曾凯文,文劲宇,程时杰,等.复杂电网连锁故障下的关键线路辨识[J].中国电机工程学报,2014,34(7):1103-1112.ZENG Kaiwen,WEN Jinyu,CHENG Shijie,et al.Critical line identification of complex power system in cascading failure[J].Proceedings of the CSEE,2014,34(7):1103-1112.
[45]李勇,刘俊勇,刘晓宇,等.基于潮流熵的电网连锁故障传播元件的脆弱性评估[J].电力系统自动化,2012,36(19):11-16.LI Yong,LIU Junyong,LIU Xiaoyu,et al.Vulnerability assessment in power grid cascading failures based on entropy of power flow[J].Automation of Electric Power Systems,2012,36(19):11-16.
[46]吴旭,张建华,吴林伟,等.输电系统连锁故障的运行风险评估算法[J].中国电机工程学报,2012,32(34):74-82,12.WU Xu,ZHANG Jianhua,WU Linwei,et al.Method of operational risk assessment on transmission system cascading failure[J].Proceedings of the CSEE,2012,32(34):74-82,12.
[47]吴文可,文福拴,薛禹胜,等.基于马尔可夫链的电力系统连锁故障预测[J].电力系统自动化,2013,37(5):29-37.WU Wenke,WEN Fushuan,XUE Yusheng,et al.A Markov chain based model for forecasting power system cascading failures[J].Automation of Electric Power Systems,2013,37(5):29-37.
[48]吴旭,张建华,赵天阳,等.基于模糊聚类和模糊推理的电网连锁故障预警方法[J].电网技术,2013,37(6):1659-1665.WU Xu,ZHANG Jianhua,ZHAO Tianyang,et al.A forewarning method of cascading failure in power grid based on fuzzy clustering and fuzzy inference[J].Power System Technology,2013,37(6):1659-1665.