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《Electric Power Automation Equipment》 2006-12
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Research on intrusion detection based on SMDP reinforcement learning in electric power information network

LI Shuai1,WANG Xian-pei2,WANG Quan-de2,NIU Sheng-wei3(1.Beijing Ultra-high Voltage Corporation,Beijing 100045,China;2.Electron Information Institute,Wuhan University,Wuhan 430072,China;3.Electric Power Information Network Center of Puyang,Puyang 457001,China)  
The defense architecture and current security conditions of the electric power information network system are introduced and general defensive technologies such as the firewall and the IDS(Intrusion Detection System)are described.Defects of current intrusion detection methods are analyzed:it is difficult to determine thresholds of normality and abnormality;the false-positive rate and the false-negative rate are high.A model of intrusion detection based on the SMDP(Semi-Markov Decision Process)reinforcement learning is proposed.Its principle,algorithm and standard,as well as the Markov decision process and applications of the SMDP in the electric power information network are discussed.The improved SMDP learning algorithm lowers the false-positive rate and the false-negative rate.
【CateGory Index】: TM769
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【References】
Chinese Journal Full-text Database 2 Hits
1 WANG Yufei;ZHAO Ting;LI Shaoyu;ZHAO Baohua;LI Yujie;Department of Information & Communication,China Electric Power Research Institute, Haidian District;Gansu Electric Power Corporation;;An Intrusion Detection Method for Electric Power Information Network Based on Improved Minimum Enclosing Ball Vector Machine[J];Power System Technology;2013-09
2 YU Tao ,ZHOU Bin,ZHEN Wei-guo (South China University of Technology, Guangzhou 510640, China);Application and development of reinforcement learning theory in power systems[J];Power System Protection and Control;2009-14
China Proceedings of conference Full-text Database 1 Hits
1 Chen Chun-lin (Department of Control & System Engineering,Nanjing University,Jiangsu,Nanjing,210093);Recent Progress in Hierarchical Reinforcement Learning[A];[C];2008
【Citations】
Chinese Journal Full-text Database 7 Hits
1 Wang Xianpei1 ,Xiong Ping1 ,L i Wenwu2 1. Wuhan U niversity,Wuhan 4 30 0 72 ,China 2 .Three Gorges U niversity,Yichang4 4 30 0 2 ,China;APPLICATION OF FIREWALL AND IDSIN THE INFORMATION NETWORK FOR POWER ENTERPRISES[J];Automation of Electric Power Systems;2002-05
2 WANG Xian-pei, XU Liang , LI Feng , WU Jun ( Wuhan University, Wuhan 430072, China) ( China Southern Power Grid Limited Company, Guangzhou 510620, China) ( China Central Power Grid Limited Company, Wuhan 430077, China);A Tri-level Self-protected Intrusion Tolerant System for Electric Power Information Network System[J];Automation of Electric Power Systems;2005-10
3 WANG Ning-bo ,WANG Xian-pei ( School of Electronic Information ,Wuhan University ,Wuhan430072 ,China );Application of intrusion tolerance technology in power system data network security[J];Electric Power Automation Equipment;2004-10
4 YIN Yong-hua,GUO Jian-bo,ZHAO Jian-jun,BU Guang-quan (China Electric Power Research Institute,Beijing 100085,China);PRELIMINARY ANALYSIS OF LARGE SCALE BLACKOUT IN INTERCONNECTED NORTH AMERICA POWER GRID ON AUGUST 14 AND LESSONS TO BE DRAWN[J];Power System Technology;2003-10
5 HAN Zhen-xiang, CAO Yi-jia (College of Electrical Engineering, Zhejiang University, Hangzhou 310027, Zhejiang Province, China);POWER SYSTEM SECURITY AND ITS PREVENTION[J];Power System Technology;2004-09
6 QI Yu-lin, LIU Wen-ying, YANG Yi-han, JI Hong-quan (North China Electric Power University, Baoding 071003, Hebei Province, China);ENSURING POWER SYSTEM SECURITY BY NETWORKING TRANSMISSION OF ELECTRIC POWER INFORMATION[J];Power System Technology;2004-09
7 HU Yan1,XIE Xiao-rong2,HAN Ying-duo2,XIN Yao-zhong3 (1.Nanjing Nari-Relays Electric Co., Ltd.,Nanjing 211100,Jiangsu Province,China;2.Department of Electrical Engineering,Tsinghua University,Haidian District,Beijing 100084,China;3.National Power Dispatch & Communication Centre,Xicheng District,Beijing 100031,China);A SURVEY TO DESIGN METHOD OF SECURITY ARCHITECTURE FOR POWER INFORMATION SYSTEMS[J];Power System Technology;2005-01
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ;Power System Control Based on Voltage Risk[J];Anhui Electric Power;2009-01
2 LIU Cui-juan1,HENG Jun-shan2,CHANG Jing-wei3 (1.College of Information Engineering,Shijiazhuang University of Economics,Shijiazhuang 050031,Hebei,China;2.Department of Computer and Information Engineering,Chengde Petroleum College,Chengde 067000,Hebei,China;3.Chengde Garden Administration,Chengde 067000,Hebei,China);Application of Intrusion Detection System Based on Data Mining and Rough Sets to Electric Power Network[J];Journal of Chengde Petroleum College;2008-01
3 XU Gao-xiong China Electric Power Research Institute,Beijing 100192,P.R.China;Single-phase earth fault current distribution between optical fiber composite overhead ground wire and ordinary ground wire in transmission system[J];重庆大学学报(英文版);2011-02
4 LIN Xiang-ning,LI Zheng-tian (Electric Power Security and High Efficiency Laboratory,Huazhong University of Science and Technology,Wuhan 430074,China);Investigations of applying highly optimized tolerance model to North America Blackouts mechanism analysis[J];Journal of Electric Power Science and Technology;2010-01
5 Wang Jun, Xu Jie (Nanjing Automation Research Institute, Nanjing 210003, China);NETWORK SECURITY OF COMPUTER SUPERVISORY AND CONTROL SYSTEM IN HYDROPOWER PLANTS[J];Dam Observation and Geotechnical Tests;2002-04
6 LIU Yao-nian1,ZHU Xi1,YU Bing2,GONG Wei-guo3,ZHANG Wei-min4 (1.Electric Engineering Department,Northeast Dianli University,Jilin 132012,Jilin,China. 2.Luoyang Power Supply Company,Luoyang 470123,Henan,China. 3.Xuji Transformer Co.,Ltd.,Xuchang 4610002,Henan,China. 4.Power Education Center of Yunnan Power Grid Corporation,Kunming 650204,China);Analysis of Power System Vulnerability Based on Electrical Betweenness[J];Electrical Measurement & Instrumentation;2011-07
7 WANG Yi-hong,MEI Sheng-wei(State Key Lab of Power Systems,Dept.of Electrical Engineering,Tsinghua University,Beijing 100084,China);Analysis of transient voltage stability based on a novel transient stability index[J];Advanced Technology of Electrical Engineering and Energy;2007-02
8 Zhang Chunjiang Guo Zhongnan Meng Huiying Liu Wei (Yanshan University Qinhuangdao 066004 China);Active Current Disturbing Method for Islanding Detection of Grid-Connected Inverters[J];Transactions of China Electrotechnical Society;2007-07
9 Chen Xiaogang Sun Ke Cao Yijia (Zhejiang University Hangzhou 310027 China);Structural Vulnerability Analysis of Large Power Grid Based on Complex Network Theory[J];Transactions of China Electrotechnical Society;2007-10
10 Zhang Qiang1 Zhou Hui2 Qi Zhiping2 (1. Harbin Engineering University Harbin 150001 China 2. Institute of Electrical Engineering Chinese Academy of Sciences Beijing 100190 China);Filtering Method for Dynamic Voltage Regulator[J];Transactions of China Electrotechnical Society;2009-08
China Proceedings of conference Full-text Database 10 Hits
1 ;Overview of assessment of cascading failure in power system[A];[C];2010
2 XU Gaoxiong, ZHAO Daping, QI Liyan, CHEN Xi (China Electric Power Research Institute, Information and Communication Research Department, Beijing 100192, China);Thermal Stability Research of OPPC[A];[C];2010
3 Jiang Nan,Chen Xiangyong,Jing Yuanwei,Zhang Tie School of Information Science and Engineering,Northeastern University,Shenyang,110004;Minimum Cost Control of Real-Time Congestion Management of Electricity System[A];[C];2010
4 ZHENG Fangyuan WANG Jie (Department of Electrical Engineering,Shanghai Jiaotong University,Shanghai 200240,China);ROBUST STABILITY CONTROLLER DESIGN FOR MULTIMACHINE POWER SYSTEMS WITH RANDOM STRUCTURE MODELS[A];[C];2007
5 FANG Zhu BAI Xiao-min DING Jian LI Zai-hua ZHOU Zi-guan (China Electric Power Research Institute,Haidian District,Beijing 100085,China);Dynamic Search Arithmetic for Key Transmission Section of Power System[A];[C];2007
6 LI Zai-hua, BAI Xiao-min (China Electric Power Research Institute, Haidian District, Beijing 100085, China);Summarization of Theory and Application of Running Reliability of Bulk Power Grid[A];[C];2006
7 WU Ke-he, ZHENG Pei-hao, ZHOU Jing (Department of Computer Science & Technology, North China Electric Power University, Changping District, Beijing, 102206);Establishment of Real-time Sharing Software Platform for MIS in Power Grid[A];[C];2006
8 DING Jie, XI Hou-wei, CHEN Ai-lin, NI Yi-min, DOU Ren-hui, DAI Pan (NARl T&D Co., Ltd., Nanjing 210003, Jiangsu Province, China);Research on Substation Automation System Based on IEC 62351 Security Standards[A];[C];2006
9 DUAN Shu-qiao (Power Supply Bureau of Kunming, Kunming 650011, China);Study The Constructions and Elements of The Power Large System[A];[C];2006
10 Wang Hui-feng(Inner Mongolia Datang International Tuoketuo Power Generation Co.Ltd.,Tuoketuo 010206,China);The optimization design and application of black start power in TuoKeTuo power plant[A];[C];2013
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHENG Yu,LUO Si-wei,LU Zi-ang(School of Computer and Information Technology,Beijing Jiaotong University, Beijing 100044,China);Hierarchical Reinforcement Learning Based on System Model[J];Journal of Beijing Jiaotong University;2006-05
2 WEI Li-tao,XIU Nai-hua(School of Sciences,Beijing Jiaotong University,Beijing 100044,China);Computing Nash Equilibria Based on Heuristic Search Methods[J];Journal of Beijing Jiaotong University;2007-03
3 Lu Guangshan (College of Automation Engineering, University of Aeronautics & Astronautics, Beijing ,100083) Jiang Changsheng Geng Yanluo (College of Automation Engineering, Nanjing University of Aeronautics & Astronautics);ADAPTIVE FUZZY CONTROL OF HIGH ACCURACY AIRBORNE OPTICAL-ELECTRONIC TRACKING SYSTEM[J];Acta Armamentarii;2002-04
4 Wen Buying (Fuzhou University Fuzhou 350108 China);Research on AGC of Two-Area Interconnected Power System Considering the Effect of the Governor Dead Band[J];Transactions of China Electrotechnical Society;2010-09
5 Wang Jianming(North China Electric Power University);Data Security Design of Power System Based on Improved RBAC Model[J];Electrotechnical Application;2006-09
6 Sun Yusong; Sun Yuanzhang; Lu Qiang (Tsinghua University. 100084. Beijing. China);RESEARCH ON NONLINEAR CONTROL STRATEGY FOR HYDROTURBINE GOVERNOR[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1999-23
7 Fan Shu. Mao Chengxiong, Lu Jiming(Huazhong University of Science and Technology, Wuhan 430074, China);OPTIMAL EXCITATION CONTROLLER BASED ON BP NEURAL NETWORK[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-08
8 Wang Dexzng (East China Electric Power Dispatch Bureau. Shanghai 200002, China);STUDY OF CPS STANDARDS IN EAST CHINA POWER GRID[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-08
9 Q.H.Wu,L.Jiang U niversity of L iverpool,L iverpool L6 93GJ,UK;SURVEY ON NONLINEAR CONTROL THEORY AND ITSAPPLICATIONSIN POWER SYSTEMS[J];Automation of Electric Power Systems;2001-03
10 Sheng Siqing, Liang Zhirai, Zhang Wenqin, Yang Yihan(North China Electric Power University, Baoding 071003. China);FAULT RESTORATION OF DISTRIBUTION NETWORK BASED ON GENETIC ALGORITHM[J];Automation of Electric Power Systems;2001-08
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 Yu Tao1 Liu Jing1 Hu Xibing2(1.South China University of Technology Guangzhou 510640 China 2.Anqing Power Supply Corporation Anqing 246003 China);Optimal Power Flow for Complex Power Grid Using Distributed Multi-Step Backtrack Q(λ) Learning[J];Transactions of China Electrotechnical Society;2012-04
2 LU Bin;YI Nan;School of Control and Computer Engineering,North China Electric Power University;;A Self-approximate-optimal Distributed Reactive Power and Voltage Control Strategy for Microgrid in Island Mode[J];Automation of Electric Power Systems;2014-09
3 ZHANG Xiaoshun;ZHENG Limin;YU Tao;School of Electric Power,South China University of Technology;;Multi-objective Optimal Carbon Emission Flow Calculation of Power Grid Based on Multi-step Q(λ)Learning Algorithm[J];Automation of Electric Power Systems;2014-17
4 SU Sheng;WU Changjiang;MA Jun;ZENG Xiangjun;Hunan Province Key Laboratory of Smart Grids Operation and Control (Changsha University of Science and Technology);;Attacker's Perspective Based Analysis on Cyber Attack Mode to Cyber-Physical System[J];Power System Technology;2014-11
5 Yu Tao Hu Xi-bing Liu Jing(School of Electric Power,South China University of Technology,Guangzhou 510640,Guangdong,China);Multi-Objective Optimal Power Flow Calculation Based on Multi-Step Q(λ) Learning Algorithm[J];Journal of South China University of Technology(Natural Science Edition);2010-10
6 YU Tao,ZHEN Wei-guo(College of Electric Power,South China University of Technology,Guangzhou 510640,China);Optimal control method of PSS based on multi-step backtrack Q(λ) learning[J];Power System Protection and Control;2011-03
7 YU Tao1, LIANG Hai-hua1, ZHOU Bin2 (1. College of Electric Power, South China University of Technology, Guangzhou 510640, China; 2. Department of Electrical Engineering, Hong Kong Polytechnic University, Hong Kong SAR, China);Smart power generation control for microgrids islanded operation based on R (λ) learning[J];Power System Protection and Control;2012-13
8 YU Tao, ZHANG Shui-ping (College of Electric Power, South China of Technology, Guangzhou 510640, China);Optimal CPS control for interconnected power systems based on SARSA on-policy learning algorithm[J];Power System Protection and Control;2013-01
9 QIAN Hong;YAO Yi-ming;CHEN Dan;FEI Min-rui;Shanghai University of Electric Power;Shanghai University;Beijing Technology and Business Univ.;;Dynamic Optimized Allocation Policy for AGC Regulation Capacity Based on Reinforcement Q-Learning and Fuzzy Multiple Objectives[J];East China Electric Power;2014-05
10 MA Zhi-hao;WANG Bo;LIU Di-chen;SHAO Ya-ning;School of Electrical Engineering,Wuhan University;;Extensive kernel core vector machine method for on-line stability assessment of large-scale power system[J];Power System Protection and Control;2014-21
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 YE Ji?xiang1, HU Xiao?bing2 (1.Dept. of Computer Eng., Changsha Communication Univ., Changsha 410076, China;2.Dept. of Education,Changsha Univ.of Electr. Power, Changsha 410077,China);Design of Enterprise Network Based on Secure Strategy[J];Journal of Changsha University of Electric Power(Natural Science);2001-01
2 LIU Tong na,GAO Hui sheng,ZHANG Qian (North China Electric Power University,Baoding 071003,China);Firewall and Network Security in Electric Power Systems[J];Electric Power Science and Engineering;2002-04
3 Yang Weidong,Xu Zheng,HAn Zhenxiang Zhejiang University,Hangzhou31 0 0 2 7,China;REVIEW AND OBJECTIVE OF RESEARCH ON POWER SYSTEM COLLAPSE PREVENTION[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-01
4 Yang Weidong, Xu Zheng, Han Zhenxiang (Zhejiang University, Hangzhou 310027. China);SOME PROBLEMS IN THE RESEARCH OF POWER SYSTEMS COLLAPSE PREVENTION[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-06
5 H ong Xianping East China Electric Power Design Institute,Shanghai2 0 0 0 6 3,China;TELECONTROL SYSTEM TENDING TOWARDSNETWORK[J];Automation of Electric Power Systems;2001-06
6 Wang Xianpei1 ,Xiong Ping1 ,L i Wenwu2 1. Wuhan U niversity,Wuhan 4 30 0 72 ,China 2 .Three Gorges U niversity,Yichang4 4 30 0 2 ,China;APPLICATION OF FIREWALL AND IDSIN THE INFORMATION NETWORK FOR POWER ENTERPRISES[J];Automation of Electric Power Systems;2002-05
7 Hu Yan1 ,Dong Mingchui2 ,H an Yingduo1 1.Tsinghua U niversity,Beijing10 0 0 84 ,China 2 .Institute of System s and Computer Engineering,Macau,China;CONSIDERATION OF INFORMATION SECURITY FOR ELECTRIC POWER INDUSTRY[J];Automation of Electric Power Systems;2002-07
8 Hu Yan 1, Xin Yaozhong 2, Han Yingduo 1 (1. Tsinghua University, Beijing 100084, China) (2. National Electric Power Dispatching & Communication Center, Beijing 100031, China);A METHOD FOR THE STRUCTURED SECURITY ARCHITECTURE DESIGN OF SECONDARY SYSTEMS[J];Automation of Electric Power Systems;2003-21
9 Xue Yusheng (Nanjing Automation Research Institute, 210003, Nanjing,China);EEAC AND FASTEST[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1998-09
10 XIN Yao\|zhong (National Power Dispaching & Communication Centre, Beijing 100761, China);DEVELOPMENT TREND OF POWER SYSTEM DISPATCHING AUTOMATION TECHNIQUE IN 21st CENTURY[J];Power System Technology;2001-12
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