Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Automation of Electric Power Systems》 2001-02
Add to Favorite Get Latest Update

INPUT DIMENSION REDUCTION IN NEURAL NETWORK TRAINING FOR TRANSIENT STABILITY ASSESSMENT

Zhang Qi1 ,H an Zhenxiang1 ,S.K.Tso2 ,Gu Xueping3 1. Zhejiang U niversity,Hangzhou 310 0 2 7,China 2 .City U niversity of Hong Kong,Hong Kong,China 3.North China Electric Power University,Baoding0 710 0 3,China  
This paper proposes a rough- set- based approach for input dimension reduction in artificial neural network,which is used for power system transient stability assessm ent TSA . Several discretization methods for the continuous data set are tested and evaluated.The10 - machine39- bus New England system is used for simulation.Six out of the original11features are selected using rough set attribute reduction techniques. Comparison results show that the ANN classifier with the reduced input dimension is as effective as before,while the training data set compressed45 .5 % . This project is supported by National Natural Science Foundation of China No. 5 97770 11 .
【Fund】: 国家自然科学基金!资助项目 (5 97770 11)
【CateGory Index】: TM712
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 10 Hits
1 FANG Yi1,WANG Jian2,WANG Xiao-ru1(1.Southwest Jiaotong University,Chengdu 610031,China;2.Tsinghua University,Beijing 100084,China);Association Rule Mining for Power System Transient Stability Evaluation[J];Electric Power Construction;2008-02
2 Yu Zhihong, Guo Zhizhong(Harbin Institute of Technology, Harbin 150001, China);A NOVEL APPROACH FOR TRANSIENT STABILITY ASSESSMENT BASED ON DATA MINING THEORY[J];Automation of Electric Power Systems;2003-08
3 Shu Hongchun , Sun Xiangfei , Yu Jilai ( Kunming University of Science and Technology, Kunming 650051, China) ( Harbin Institute of Technology, Harbin 150001, China);A SURVEY ON THE APPLICATION OF ROUGH SET THEORY IN POWER SYSTEMS[J];Automation of Electric Power Systems;2004-03
4 Chu Xiaodong , Liu Yutian , Qiu Xizhao (1. Shandong University, Jinan 250061, China) (2. Shandong Electric Power Control Center, Jinan 250001, China);TRANSIENT STABILITY LIMIT ESTIMATION AND PREVENTIVE CONTROL BASED ON RADIAL BASIS FUNCTION NETWORKS[J];Automation of Electric Power Systems;2004-10
5 Yan Yu, Liu Tianqi(Sichuan University, Chengdu 610065, China);ANN INJECTION FEATURES OPTIMIZATION OF DYNAMIC SECURITY ANALYSIS BASED ON DECISION TABLES-ROUGH SET THEORY[J];Automation of Electric Power Systems;2004-15
6 LI Jun, LIU Yan, GU Xue-ping (North China Electric Power University, Baoding 071003, China);An Entropy-based Discretization Method Applied in Transient Stability Assessment[J];Automation of Electric Power Systems;2005-08
7 GUAN Lin, WANG Tongwen, TANG Zongshun (South China University of Technology, Guangzhou 510640, China);Intelligent Algorithm for Kernel Feature Identification and Stability-based System Division in Power Grid Security Monitoring[J];Automation of Electric Power Systems;2006-21
8 SONG Fangfang, BI Tianshu , YANG Qixun (Key Laboratory of Power System Protection and Dynamic Security Monitoring and Control Under Ministry of Education, North China Electric Power University, Beijing 102206, China) (Sifang Research Institute, North China Electric Power University, Beijing 102206, China);Perturbed Trajectory Prediction Method Based on Wide Area Measurement Systems[J];Automation of Electric Power Systems;2006-23
9 WANG Chen-wei,JIN Xi(College of Power and Automation Engineering,Shanghai Universityof Electric Power,Shanghai 200090,China);New Algorithm in Support Vectors Machine Dynamic Training for Transient Stability Assessment[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2009-02
10 Dongguan Electric Power Design Institute Liu Hancai College of Electrical Engineering,South China University of Technology Tan Taoliang;Discussion of Various Methods in Power System Transient Stability Assessment[J];Guangdong Power Transmission Technology;2008-04
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Han Zhenxiang, Zhang Qi and Wen Fushuan (Department of Electrical Engineering,Zhejiang University·Hangzhou,310027,P.R.China);A Survey on Rough Set Theory and Its Application[J];CONTROL THEORY & APPLICATIONS;1999-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 YU Hai-tao (School of Science, Hefei University of Technology, Hefei 230009, China);Application of Rough Set Theory to Data Reduction[J];Journal of Anhui Institute of Education;2004-03
2 JIAO Xiaoyou1,HU Zhaoguang2,SONG Shouxin1,XU Minjie1 (1.School of Electrical Engineering,Beijing Jiaotong University,Beijing 100044,China;2.State Power Economic Research Institute,Beijing 100761,China);Intelligent Power Safety Culture Assessment Model and Simulation Analysis[J];Journal of Beijing Jiaotong University;2008-02
3 LI Zhongxue,HAO Jinhui,LI Cuiping,MA Bin Key Laboratory of the Ministry of Education of China for Efficient Mining and Safety of Metal Mines,University of Science and Technology Beijing,Beijing 100083,China;Complex field theory,unified numerical modeling and integrated 3D visualization for mines[J];Journal of University of Science and Technology Beijing;2007-07
4 LI Ming, ZHANG Hua guang, HE Xi qin (School of Information Science & Engineering, Northeastern University, Shenyang 110006,China);Identification of Fuzzy Model Based on Rough Sets Theory[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2000-05
5 TAO Zhi, XU Baodong,WANG Dingwei(School of Information Science & Engineering, Northeastern University, Shenyang 110004, China.;Knowledge Reduction Approach Based on Decision Attribute Support Degree[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2002-11
6 ZHANG Xue-feng,TIAN Xiao-dong,ZHANG Qing-ling(School of Sciences,Northeastern University,Shenyang 110004,China.);Data Reduction Based on Rough Set Theory and Hierarchic Analysis[J];Journal of Northeastern University(Natural Science);2008-01
7 Jiao Xiaoyou1 Hu Zhaoguang2 Zhou Yuhui1 (1. Beijing Jiaotong University Beijing 100044 China 2. State Power Economic Research Institute Beijing 100761 China);Distributed Intelligent Control and Its Application in Simulation of Macro-Policy to Electric Power Supply and Demand[J];Transactions of China Electrotechnical Society;2008-05
8 LIU Yi-ping, SHEN Yi, TONG Shu-hong, LIU Zhi-yan (Harbin Institute of Technology, Harbin 150001, China);Realization of a fault-tolerance neural networks based on rough sets and its application to fault diagnosis[J];Electric Machines and Control;2000-02
9 ban Zhenxiang, Wen Fushuan. Zhang Qi(Zhejiang University, Hangzhou 310027. China);ARTIFICIAL INTELLIGENCE APPLICATIONS IN POWER SYSTEMS[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-02
10 Shu Hongchun , Sun Xiangfei , Yu Jilai ( Kunming University of Science and Technology, Kunming 650051, China) ( Harbin Institute of Technology, Harbin 150001, China);A SURVEY ON THE APPLICATION OF ROUGH SET THEORY IN POWER SYSTEMS[J];Automation of Electric Power Systems;2004-03
China Proceedings of conference Full-text Database 8 Hits
1 You Feng-he Huang Zhang-can Sun Yan-fei Mao Tian-xiang (Department of Measurement and Control,Wuhan University of Science and Technology,Wuhan 430070);Applying Reduction Algorithm of Rough Set in Eddy Current Sensor Design[A];[C];2007
2 WANG Jun-xia, YANG Hui-zhong Research Center of Control Theory and Control Engineering, Southern Yangtze University, Wuxi 214122, China;Knowledge reduction approach of rough set theory by using genetic algorithm[A];[C];2005
3 WANG Hong-yan~1 ZHU Feng~(2a) ZHANG Xue-feng~(2a) LI Yu-qian~3 AN Shuang~(2a) XU Xin-he~(2b) 1.Department of Basic Course,Liaoning Institute of Science and Technology,Benxi 117100,China; 2a.College of Science, 2b.College of Information Science and Engineering,Northeastern University,Shenyang 110004,China; 3.College of Mathematics and Computer,Xiangtan University,Xiangtan 411105,China.;Realization for evaluating function of Chinese chess computer game based on RNN[A];[C];2007
4 ZHANG Jin-bao KONG Qing-jie LIN Shu(1.Chemical Project School of Shandong Province,Jinan 250013,China;2.School of Control Science and Engineering,Shandong University,Jinan 250061,;Study of rotated stove fuzzy control systems based on rough sets theory[A];[C];2005
5 LI Mei-juan~1 CHEN Guo-hong~1 CHEN Yan-tai~2 CAI Bin-qing~1 (1.Management School,Fuzhou University,Fuzhou 350002,China;2.Management School,Fudan University,Shanghai 200433,China);Study on Combination Evaluation Method Based on Rough Set[A];[C];2005
6 LIU Shuang1,2,DONG Jie1,LI Peng-wei1,3,YIN Yi-xin1(1.School of Information Engineering,University of Science and Technology Beijing,Beijing 100083,China;2.Jilin Technology College of Electronic Information,Jilin 132023,China;3.School of Electrical and Information Engineering,Beihua University,Jilin 132023,China);Recognition of shape of object for mobile robot based on RS-ANN[A];[C];2007
7 LIU Tao~1,PENG Shi-rui~2,LIU Zhen-xian~3,LIU Jin-guo~3 (1 Department of Graduate Management,AFRA,Wuhan,430019;2 Department of Information Countermeasures, AFRA,Wuhan,430019;3 Mailbox 2862,Beijing,100085);An Effectiveness Analysis of JTIDS Data Transmission Based on Rough Set[A];[C];2009
8 ;基于粗集理论的归纳依赖关系的研究[A];[C];2000
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 SUN Quan-lin (Department of Computer & Information Engineering, Anhui Institute of Architecture & Industry, Hefei 230022, China);Researching on the method of modeling based on rough sets & NN[J];Journal of Anhui Institute of Architecture;2005-02
2 Xu Xiaoli; Yin Jian(Department of Mechanical Engineering, Dening Institute of Machinery, Beijing 100085);THE METHOD OF THE PREDICTION OF THE ROTATING MACHINE[J];JOURNAL OF BEIJING INSTITUTE OF MACHINERY;1999-01
3 Yuan Haiwen Lü Hong Yuan Haibin (School of Automation Science and Electrical Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Fault diagnosis of control electric component based on RBF neural network[J];Journal of Beijing University of Aeronautics and Astronautics;2006-05
4 CI Jian ping 1, ZHANG Wei min 1, NA Rong qi 1, TANG Hua 2 (1 School of Mechanical Engineering and Automation, Beijing Institute of Technology, Beijing100081, China; 2 School of Mechano Electronics Engineering, Beijing Institute of Tec;Genetic Algorithms in Compressor Failure Diagnosis[J];Journal of Beijing Institute of Technology;2001-03
5 ZHENG Jian-jun~1,GAN Ren-chu~1,HE Yue~2,\ YU Tong~3(1.School of Management and Economics,Beijing Institute of Technology,Beijing 100081,China;2.Department of Computer Science and Engineering,School of Information Science and Technology,Beijing Institute of Technology,Beijing 100081,China;3.China Weapon Research Institute,Beijing 100089,China);Dynamic Integration Approach for an Ensemble of Neural Classifiers[J];Journal of Beijing Institute of Technology;2005-12
6 TONG Qi hui (Beijing Economic and Trade Administrant College,Beijing:10000);The Application of Primary Element Analyzing Methods in the Index Synthetic Evaluation[J];Journal of Beijing Institute of Technology(Social Sciences Edition);2002-01
7 Liu Wenjun Gu yundong Li Hongxing (Department of Mathematics, Beijing Normal University, 100875, Beijing, China);A REDUCTION METHOD OF DECISION ALGORITHM BASED ON DISCERNIBILITY MATRIX[J];Journal of Beijing Normal University(Natural Science);2003-03
8 Liu Wenjun Wang Jiayin Feng Yanbin Gu Yundong Li Hongxing (Department of Mathematics, Beijing Normal University, 100875, Beijing, China);A NEW MINIMAL ATTRIBUTE REDUCTION ALGORITHM[J];Journal of Beijing Normal University(Natural Science);2004-01
9 XU Xue feng, WU Gen xiu (Institute of Mathematics and Informatics,Jiangxi Normal University,Nanchang 330027,China);An Information Representation for Attribute Reduction of Decision Tables in Rough Set Theory[J];Journal of Jiangxi Normal University (Natural Sciences Edition);2001-02
10 Zeng Xiangjun Yin Xianggen (Dept. of Electr. Huazhong Univ. of Science and Technology Wuhan 430073) Tang Zhong Yang Huiping (Dept. of Electr. Power Eng. Changsha Univ.of Electr.Power Changsha 410077) (Ch;Application of Artificial Intelligence in Transient Based Protection[J];JOURNAL OF CHANGSHA UNIVERSITY OF ELECTRIC POWER(NATURAL SCIENCE);1999-04
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 Xia Jiakuan ; Wang Dapeng (Shenyang University of Technology, Shenyang 110023 , China);Research of a Fuzzy PID Control Based on Single Parameter for Synchronous Machine[J];Marine Electric & Electronic Engineering;2007-02
2 Pan Xiangfei ; Song Lizhong (Electrical and Information Engineering College, Naval Engineering University, Wuhan 430033, China);The Second-Order Control System Based on the Conservation of Momentum[J];Marine Electric & Electronic Engineering;2008-06
3 CHEN Xing-ying,ZHANG Xiao-hua,QU Feng,LIU Hao-ming,ZHAO Bo(College of Electrical Engineering,Hohai University,Nanjing 210098,Jiangsu Province,China);Survey on applications of data mining in power system[J];Journal of Electric Power Science and Technology;2007-03
4 Li Yan Zhou Xiaoxin Zhou Jingyang (China Electric Power Research Institute Beijing 10085 China);The Generator Transient Stability Prediction Based on Additional Virtual Loads[J];Transactions of China Electrotechnical Society;2008-03
5 Zhou Weijing(Sichuan University);On Line Imitating Tansient Stability Margin Based on Optimized LS SVM of Practical Dynamic Security Regions in Power System[J];Electrotechnical Application;2007-05
6 FANG Yi1,WANG Jian2,WANG Xiao-ru1(1.Southwest Jiaotong University,Chengdu 610031,China;2.Tsinghua University,Beijing 100084,China);Association Rule Mining for Power System Transient Stability Evaluation[J];Electric Power Construction;2008-02
7 Shu Hongchun , Sun Xiangfei , Yu Jilai ( Kunming University of Science and Technology, Kunming 650051, China) ( Harbin Institute of Technology, Harbin 150001, China);A SURVEY ON THE APPLICATION OF ROUGH SET THEORY IN POWER SYSTEMS[J];Automation of Electric Power Systems;2004-03
8 Gan Deqiang , Kin Huanhai , Wang Jianquan , Du Zhengchun , Li Yinghui (1. Zhejiang University, Hangzhou 310027, China) (2. Xi' an Jiaotong University, Xi'an 710049, China) (3. Airforce Engineering University, Xi'an 710049, China);PROGRESS IN TRANSIENT STABILITY PREVENTIVE CONTROL AND OPTIMIZATION[J];Automation of Electric Power Systems;2004-10
9 Yan Yu, Liu Tianqi(Sichuan University, Chengdu 610065, China);ANN INJECTION FEATURES OPTIMIZATION OF DYNAMIC SECURITY ANALYSIS BASED ON DECISION TABLES-ROUGH SET THEORY[J];Automation of Electric Power Systems;2004-15
10 SUN Jing-qiang, FANG Da-zhong (Tianjin University, Tianjin 300072, China);Total Transfer Capability with Transient Stability Constraints[J];Automation of Electric Power Systems;2005-08
China Proceedings of conference Full-text Database 2 Hits
1 ZHANG Hua ZHENG Tao XIAO Shiwu LIU Wanshun HUANG Shaofeng ZHANG Da(Key Laboratory of Power System Protection and Dynamic Security Monitoring and Control under Ministry of Education (North China Electric Power University),Changping District,Beijing 102206,China[1],Super-HV Company of Shan Dong Electric Power Corporation,250001,China[2];STUDY ON THE DISDINGUISHING FAULT IN OSCILLATION BASED ON THE FAULT ENTROPY ALGORITHM OF ENVELOPES OF CURRENT SIGNALS[A];[C];2006
2 Sun Hong-bin, Xie Kai, Jiang Wei-yong, Wang Hao, Zhang Bo-ming , Luo Jian-yu ( State Key Lab of Power Systems, Dept. of Electrical Engineering, Tsinghua University, Beijing 100084; North China Electric Power Dispatch Center, Beijing 100053; Jiangsu Electric Power Dispatch Center, Nanjing 210024);Automatic Operator for Power Systems:Principle And Prototype[A];[C];2006
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 ;A New Approach for Fault Diagnosis and Alarm Processing in Power System Based on Rough Set Theory[J];ELECTRIC POWER;1998-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved