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《AUTOMATION OF ELECTRIC POWER SYSTEMS》 2000-03
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A HYBRID LEARNING ALGORITHM FOR NEURAL NETWORK BASED DISTANCE PROTECTION

Duan Yuqian. He Jiali(Tianjin University, Tianjin 300072, China)  
For avoiding the shortcom ings existing in BPalgorithm , such as being slow in training speed, convergence to the localm inim um , and weakness in globalsearch, a new hybrid algorithm based on m odified adaptive genetic algorithm for BP netw ork is presented. Then the hybrid algorithm is applied to neuralnetw ork based distance protection. The training and testing results by ATPsim ulation show thatthe hybrid algorithm can notonly avoid convergence to the localm inim um , but also im prove the training speed for the neuralnetw ork, as com pared with the sim ple BPalgorithm . At the sam e tim e, it satisfies the dem ands ofspeed and accuracy fordistance protection. This projectissupported by Fund ofNationalEducation Com m ittee ofChina (DO96001).
【Fund】: 国家教委博士点基金!资助项目(DO96001)
【CateGory Index】: TM773
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【References】
Chinese Journal Full-text Database 3 Hits
1 Duan Yuqian,H e Jiali Tianjin University,Tianjin300072 ,China;RADIAL BASISFUNCTION NETWORK RBFN BASED DISTANCE PROTECTION[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-21
2 LI Shenghu(Hefei University of Technology,Hefei 230009,China);Power Injection Control to Operation Margin of Zone 3 Impedance Relay on Transmission Lines[J];Automation of Electric Power Systems;2006-16
3 LIN Gao-peng(Foshan Nanhai District Power Supply Bureall of Guangdong Electric Network Company,Foshan 528200,China);Distance protection based on RBF neural network[J];Water Conservancy & Electric Power Machinery;2006-02
【Citations】
Chinese Journal Full-text Database 2 Hits
1 Duan Yuqian He Jiali (Deptartment of Electrical Engineering, Tianjin University,Tianjin,300072);GENETIC ALGORITHM AND ITS MODIFICATION[J];PROCEEDINGS OF THE CSU-EPSA;1998-01
2 $$$$Duan Yuqian He Jiali;TXComputerized Transformer Protection Based on Artificial Neural Network[J];Proceedings of the Csee;1998-03
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 HUANG Ji-zhuo~1,WANG Zhan~2,GONG Ming-xiu~2(1.Tongji University,Shanghai200092,China;2.Shantou University,Shantou515063,China);Application of genetic algorithm in optimization design of steel structural element sections[J];Building Science Research of Sichuan;2005-03
2 WANG Qian~1,JIANG Linhua~2,ZHANG Jingfeng~3,XU Haiqun~4(1.Lianyungang Technical College,Lianyungang 222006,China;2.Hohai University,Nanjing 210098,China;3.Lianyungang Test,Lianyungang 222003,China;4.Lianyungang Water Bureau,Lianyungang 222000,China);Application of fuzzy neural network in strength prediction of fly ash concrete[J];Sichuan Building Science;2006-06
3 ZHANG Tong1,WANG Jianping1,MENG Gaiyang2(1.School of Civil Eng.,Xi'an Univ.of Arch.& Tech.,Xi'an 710055,China;2.Finance Department of Xi'an Univ.of Arch.& Tech.,Xi'an 710055,China);Applied research of different-causations-same-result-combination neural network in the project cost[J];Sichuan Building Science;2009-02
4 Ni Zhiwei (Dept.of computer,Anhui University,Hefei 230039);Deep study on Activation Function in BP Network[J];Journal of Anhui University(Natural Sciences);1997-03
5 ZHOU Ming-zheng(Computer Science and Engineering Department,Anhui Insititute of Mechanical and Eleetrical Engineering,Wuhu 241000, China);The application of neural network in contral system[J];JOURNAL OF ANHUI INSTITUTE OF MECHANICAL AND ELECTRICAL ENGINEERING;2000-02
6 Zhang Jiubiao (Bengbu Medical College Bengbu 233003) Zhao Yun (Anhui Institute of Mechanical and Electrical Engineering Wuhu 241000);On an Improved Constraint Satisfaction Model[J];JOURNAL OF ANHUI INSTITUTE OF MECHANICAL AND ELECTRICAL ENGINEERING;1997-04
7 Chen Gang (Information computer center of financial tax, Anhui province, Hefei, 230061) Lin Qingming (Bank of construction of Huaibei, Huaibei, 235000);THE NEURAL NETWORK APPLYING MANY KINDS OF DISCERNMENT QUESTONS FOR THE VALID WAY[J];JOURNAL OF ANHUI INSTITUTE OF ARCHITECTURE;1999-03
8 HU Jun, WANG Zhong-ming, FANG Gao-ni (1.Dept. of Civil Engineeering, Anhui Institute of Architecture & Industry, Hefei, 230022, China; 2.School of Civil Engineering, Hefei University of Technology, Hefei, 230009, China);Forecast and control on temperature of massive concrete based on the irn model with the error unit[J];Journal of Anhui Institute of Architecture;2005-01
9 HUANG Chun-mei(The Road & Bridge Company in Chuzhou,Chuzhou 239000,China);The application of neural network method in construction control for long-span continual bridge[J];Journal of Anhui Institute of Architecture & Industry(Natural Science);2006-06
10 Wang Xiaodong (Architectural Design and Research Institute of Anhui Institute of Architecture and Industry, Hefei 230022, China);Ground Liquefaction Estimation Based on the Improved IRN Model[J];Anhui Architecture;2006-04
China Proceedings of conference Full-text Database 10 Hits
1 Zhang Juan,Chen Jie,Duan Mei Department of Automatic Control,School of Information Science Technology,Beijing Institute of Technology,Beijing 100081,P.R.China;Track Correlation for Multisensor System based on NN and General Classical Assignment Algorithm[A];[C];2008
2 Liu Le 1,Wang Hongguo 1,2,Wang Baowei 3 1.School of Management and Economy,Shandong Normal University,Jinan 250014,P.R.China 2.Dept.of Science and Technology of Shandong Province,Jinan 250011,P.R.China 3.School of Information Science and Engineering,Shandong Normal University,Jinan 250014,P.R.China;A Modified BP Network Based on Second Order Momentum Term[A];[C];2008
3 Sui Jinxue,Yang Li,Hua Zhen,Zhang Xin School of Information and Electronics Engineering Shandong Institute of Business and Technology,Yantai 264005,P.R.China;Application of Improved BP Network in Flame Burning Condition Recognition[A];[C];2008
4 DONG Guihong, WANG Shengnian, FAN Zhihong, XIONG Jianbo (Engineering Technology Research Co. Ltd.of CCCC Fourth Harbor Engineering Co., Ltd., Guangzhou 510230, China);Application of IMSL C# Numerical Library to Concrete Technology[A];[C];2010
5 Yingyang Lu,Boxi Wu,Shenchu Xu,Zhenxiang Chen,Jianyong Chen Department of Physics,Xiamen University,Xiamen,Fujian,361005;About the Initialization of BP Neural Network[A];[C];1999
6 Zhu Shuanghe Ma Ling Air Foree Telecommunication Engineering Institute,Xi'an,710077;A New Self-organizing Mapping Algorithm for TSP Problem[A];[C];1999
7 Yang Xinguang Zou Kaiqi Basic Sciences Department,Dalian Maritime University,Dalian,Liaoning,116026;Fuzzy Decision-making Based on Neural Networks[A];[C];1999
8 ZHU Shuangdong College of Information Engineering,Fushun Petroleum Institute,Liaoning Fushun 113001 GU Zhongmin Dept.of Internal Medicine,Fushun Central Hospital,Liaoning Fushun 113006 ZHAO Jianguo Dept.of Economic,North-east University of Finance and Economic,Liaoning Dalian 116025;intelligent synthetic diagnoses for jaundice based on neural networks[A];[C];1999
9 SHEN Naiqi LIU Fei LIAN Jianfa (China University of Geosciences,Beijing 100083);APPLICATION OF ARTIFICIAL NEURAL NETWORK TO CALSSIFICATION OF ROCK STABILITY[A];[C];2002
10 ;Internal Model Control of Pneumatic Artificial Muscle Using Echo State Networks[A];[C];2010
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHU Guang-wei(Measure and Control Devece Work,Benxi Steel Co.Ltd Benxi,Liaoning,117021,China);The Application of Computer-supported Relay Protection to Power Systems for Enterprises and Its Development[J];Journal of Liaoning Institute of Science and Technology;2006-03
2 Fu Yang Lan Zhida Shanghai Institute of Electric Power,Shanghai 200090 Chen Heng Southeast University,Nanjing 210096;Simulation of Magnetizing Inrush Current in Three-Phase Transformer Considering Dynamic Magnetization Performance of Core[J];TRANSFORMER;1997-09
3 YANG Hong1 LI Bi-jun2 (1.Electric Engineering Department of Chongqing College of Electric Power,Chongqing 400053;Manage Institute of Yang Jiaping Power Supply Bureau,Chongqing 400050);Fault Diagnosis Based on the N N-like Relay System[J];Journal of Chongqing Electric Power College;2004-03
4 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
5 XIONG Li(College of Electrical Engineering and Information Technology,China Three Gorges University,Yichang 443002,China);Power flow analysis with unified power flow controller considered[J];Journal of Electric Power Science and Technology;2007-03
6 Low-temperature plasma was applied to treat the surface of fibres to improvetheir interface adhesion to eposy resin,thus developing light composite materials with good me-chanical properties subsequently.The results showed that the surface energy of the treated fibreswas increased significantly so that the fibres could be wetted very well by resin,and that the ad-hesion strength of the fibres to resin was incressed significantly by 5—10 times.In this paper themechanism of improvement of the interface adhesion has been discussed and revealed,and asynthetical and quantitative analysis on the contribution of every mechanism to adhesionstrength has been carried out.;PLASMA SURFACE TREATMENT OF ULTRA-HIGH MOLECULAR WEIGHT POLYETHYLENE FIBRES YUAN Chaoting GAO Shangling MU Qiwu(Chongqing Institute of Architecture and Engineering)——DING Yiping(Textiel Academy,Ministry of Textile Industry)[J];;1992-05
7 DongXinzhou (TianjinUniversity 300072 ChinalGeyaozkong tXi `anJiao tong University 710049 China)Xu Biniyin (Kehui Electric Co. Ltd. Chinal;Fault Characteristic of Transient Current Travelling Waves and Its Analysis with Wavelet Transform[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1999-01
8 Si Dajun(Harbin Institute of Technology 150001 China) Shu Hongchun(Kunming University of Science and Technology 650051 China) Chen Xueyun(Harbin Institute of Technology 150001 China);A New Distance Protection Scheme Based on Travelling Wave Fault Location for Grounded Faults[J];Transactions of China Electrotechnical Society;2003-04
9 Liu Qiankuan1 Liu Huanzhang2 Huang Shaofeng1 (1. Key Laboratory of Power System Protection and Dynamic Security Monitoring and Control under Ministry of Education (NCEPU) Beijing 102206 China 2. Huazhong Electric Power Dispatch & Communication Center Wuhan 430077 China);Fault Component Distance Relay With Changeable Circle Characteristics[J];Transactions of China Electrotechnical Society;2007-12
10 Zheng Hongjun (Yanshan University);Artificial Neural Network Distance Relay[J];Electrotechnical Journal;2002-05
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 JIAO Zhen you 1,JIANG Mei 1,JIAO Yan li 1, Bo Z.Q 2. (1.Electric Department of Electric Institute of Northeast China,Jilin 132012 CHINA;2.ALSTOM T&D Protection & Control Ltd.UK);A Novel Approach to Discriminate Grounded Faults during Power Swing[J];Journal of Northeast China Institute of Electric Power Engineering;2001-04
2 Li Shengli 1 ,Jiao Shaohua 2 ,Qin Lijun 1 ,Yang Qixun 1 (1.North China Electric Power University,Beijing100085,China;2.Beijing Sifang Automation Co.,LTD,Beijing100085,China);The research of power line communication[J];Electrical Measurement & Instrumentation;2002-11
3 Qiu Wei Zhang Jianhua Liu Nian(State Key Laboratory of Alternate Electrical Power System With Renewable Energy Sources Ministry of Education,North China Electric Power University Beijing 102206 China);Multi-Objective Optimal Power Flow Considering Environmental Factor and Voltage Stability[J];Transactions of China Electrotechnical Society;2012-02
4 Jiao Shaohua,L iu Wanshun,Xiao Shiwu,Cheng Lijun,Qin L ijun North China Electric Power University,Beijing1 0 0 0 85,China;STUDY ON THE FAST NEGATIVE SEQUENCE ALGORITHM WITH HIGH PRECISION[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-21
5 Zhang Guiqing, Feng Tao, Wang Jianhua, Zhang Hang, Geng Yingsan (Xi'an Jiaotong University, Xi'an 710049, China);DESIGN AND IMPLEMENTATION OF RECONFIGURABLE HARDWARE PLATFORM BASED ON SOC DESIGN FOR DIGITAL PROTECTIVE RELAY[J];Automation of Electric Power Systems;2003-10
6 CHANG Fengran(Hebei Electric Power Dispatching Center, Shijiazhuang 050021, China);Discussion About Optimization of Reserve Protection[J];Automation of Electric Power Systems;2007-09
7 LI Shenghu,DING Ming,SUN Ming(Hefei University of Technology,Hefei 230009,China);Operation Condition for Zone 3 Impedance Relays During Low Frequency Power Swings[J];Automation of Electric Power Systems;2007-20
8 LI Shenghu,WANG Jingjing,LIU Zhengkai,DING Ming(Hefei University of Technology,Hefei 230009,China);Effect of Field Control on Transmission Relay Loadability[J];Automation of Electric Power Systems;2008-24
9 WU Xiaogang,SHEN Jian,YU Bo,LIU Hao,YAO Jiwen,DAI Liefeng,SU Li,JI Xiang(NARI Technology Development Co.Ltd.,Nanjing 210003,China);A New Platform of Line Protection Based on an Embedded Real-time Operating System[J];Automation of Electric Power Systems;2008-24
10 LI Shenghu,JIA Shusen,SUN Shasha(Hefei University of Technology,Hefei 230009,China);Operation Characteristics Analysis of Zone 3 Distance Protection in Wind Power Systems[J];Automation of Electric Power Systems;2011-05
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Wen Fushuau; Qiu Jiaju; Han Zhenxiang (Zhejiang University);A Refined Genetic Algorithm for Fault Section Estimation Using Information from Circuit Breakers[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1996-02
2 CenWenhui,Zhao Qing,Dai Wenxiang(Shanghai Jiaotong University);SELECTION OF OPTIMAL DROP POINT FOR EXTEBMAL SOURCE BASED ON GENETIC ALGORITHM[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1995-02
3 ZhouShuangxi, Yang Bin ( Tsinghua University. Beijing);A NEW ALGORITHM FOR REACTIVE POWER OPTIMIZATION──GENETIC ALGORITHMS[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1995-11
4 Su Xiaolin Yan Xiaoxia (Electrical Dept,of Taiyuan Institute of Electric Power);A Search Algorithm Based on Genetic Algorithm for PID Parameter Optimization[J];PROCEEDINGS OF THE CSU-EPSA;1997-02
5 ZHANG Xiaohui;DAI Guanzhong and XU Naiping(Depotment of Automatic Control,Northwestern Polytechnical University·Xi'an,710072,PRC);Genetic Algorithms──A New Optimization and Search Algorithms[J];CONTROL THEORY & APPLICATIONS;1995-03
6 YUN Weimin and XI Yugeng (Department of Automation, Shanghai Jiao Tong University. Shanghai, 200030, PRC);The Analysis on Running Mechanism of Genetic Algorithm[J];CONTROL THEORY & APPLICATIONS;1996-03
7 YUN Weimin and XI Yugeng(Department of Automation, Shanghai Jiao Tong University. Shanghai, 200030, PRC);The Analysis of Global Convergence and Computational Efficiency for Genetic Algorithm[J];CONTROL THEORY & APPLICATIONS;1996-04
8 Meng Qingchun;Jia Peifa(Department of Computer,Yantai University, Yantai, 264005)Department of Computer Science and Technology, Tsinghua University);Actual research status and recent applications of genetic algorithms[J];;1995-05
9 Jiao Licheng and Bao Zheng(National Radar Lab. and Center for Neural Networks Xidian University,710071);Evolutionary Computation and Genetic Algorithms[J];Systems Engineering and Electronics;1995-06
10 Ma JinTao; L. L. Lai; Yang YiHan(Beijing Graduate School North China Institute of Electric Power Qinghe,Beijing City 100085)(City University London UK)(Beijing Graduate School North China Institute of Electaric Power Qinghe,Beijing 100085);Application of Genetic Algorithms in Reactive Power Optimization[J];CHINESE SOCIETY FOR ELECTRICAL ENGINEERING;1995-05
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