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《Electric Power Automation Equipment》 2008-11
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End effect restraint of Hilbert-Huang transform and its application in power quality monitoring

SU Yuxiang LIU Zhigang LI Dongmin LI Keliang (Institute of Electrification & Automation,Southwest Jiaotong University,Chengdu 610031,China)  
HHT(Hilbert-Huang Transform)is used to acquire accurate instantaneous frequency and amplitude in power quality monitoring,but its end effect influences the detection results seriously. A method combining artificial neural network and mirror extension is proposed to extend short signal series for end effect restraint.A three-layer BP neural network is used to extend both ends of signal series and the EMD(Empirical Mode Decomposition)with mirror extension procedure to decompose the extended signal,by which IMFs(Intrinsic Mode Functions)with same length as original signal are obtained.To restrain the end effect of Hilbert transform,BP neural network is used again to extend the obtained IMFs and the Hilbert transform of the extended IMFs is then carried out to get accurate instantaneous frequency and amplitude.Its application in the harmonic analysis of power system shows its effectiveness.
【Fund】: 教育部霍英东青年教师基金资助项目(101060);; 四川省杰出青年基金项目(07ZQ026-012)~~
【CateGory Index】: TM76
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【References】
Chinese Journal Full-text Database 10 Hits
1 LIU Zhenxing,ZHANG Wenrong(Engineering Research Center of Metallurgical Automation and Detection Technique,Ministry of Education,Wuhan University of Science and Technology,Wuhan 430081,China);Operation mode identification for induction motors based on HHT method[J];Electric Power Automation Equipment;2010-09
2 LIU Qing,ZHANG Yuan,WANG Zengping(Key Laboratory of Power System Protection and Dynamic Security Monitoring and Control of Ministry of Education,North China Electric Power University,Baoding 071003,China);Application of multi-resolution HHT in fault locating for lines with shunt STATCOM compensation[J];Electric Power Automation Equipment;2010-11
3 ZHANG Yang,LIU Zhigang(School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China);Application of EEMD in power quality disturbance detection[J];Electric Power Automation Equipment;2011-12
4 LIU Zhigang,LI Wenfan,SUN Wanlu(School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China);Hilbert-Huang transform and its applications in power system[J];Electric Power Automation Equipment;2012-04
5 Liu Bin Yang Peihong Zhang Yujie (School Of Information Engineering,Inner Mongolia University of Science and Technology, Baotou, Neimenggu 014010);Rejection of Low Frequency Oscillation in Power Systems Based on WAMS[J];Electrical Engineering;2013-02
6 HU Yu1,WU Qingan2,YUAN Yue1,WU Bowen1,FU Zhixin1(1.College of Energy and Electrical Engineering,Hohai University,Nanjing 210098,China; 2.Loudi Electric Power Bureau of Hunan Electric Power Corporation,Loudi 417000,China);Simulative analysis of 3p voltage flicker caused by wind farm integration[J];Electric Power Automation Equipment;2013-03
7 HUANG Chuanjin;CAO Wensi;CHEN Tiejun;QIU Daoyin;School of Engineering Technology,Zhongzhou University;School of Electric Power,North China University of Water Resources and Electric Power;School of Electrical Engineering,Zhengzhou University;;Application of local mean decomposition in power quality disturbance detection[J];Electric Power Automation Equipment;2013-09
8 QU Zhengwei;HAO Wanru;WANG Ning;Key Lab of Power Electronics for Energy Conservation and Motor Drive of Hebei Province,Yanshan University;;Application of atomic rapid decomposition algorithm in power quality disturbance analysis[J];Electric Power Automation Equipment;2015-10
9 FAN Hong*,GUO Peng,WANG Fang-mei(School of Computer Science,Shaanxi Normal University,Xi'an Shaanxi 710062,China);Recent advances in sparse representation of non-stationary signal[J];Journal of Computer Applications;2012-01
10 SHI Min ZHANG Ji-ling XU Xi YUE Jian-ping(National Key Lab.Of Science and Technology on underwater acoustic warfare,Zhanjiang 524022,China)(Dept.of Electrical Engineering,Naval University of Engineering,Wuhan 430033,China);Detection of voltage sag signal parameters[J];Microcomputer Information;2010-35
【Citations】
Chinese Journal Full-text Database 10 Hits
1 Li Tianyun Zhao Yan Ji Xiaohui Li Nan (Northeast of China Electric Power Institute Jilin 132012 China);Application of HHT Method for Analysis of Fault Signal in Electric Power System[J];Transactions of China Electrotechnical Society;2005-06
2 GAI Qiang 1,2 , MA Xiao jiang 1, ZHANG Hai yong 1,2 , ZOU Yan kun 1 ( 1. Vibration Eng. Inst., Dalian Univ. of Technol., Dalian 116024, China; 2. Simulation Cent., Dalian Naval Acad., Dalian 116018, China );New method for processing end effect in local wave method[J];Journal of Dalian University of Technology;2002-01
3 Li Shengqin 1,2 , Zhu Yinhao 1, Zhou Youqing 1, He Lizhi 3(1. Hu'nanUniversity, Changsha 410082, China; 2. Zhuzhou Institute of Technology, Zhuzhou 412008, China; 3. Zhuzhou Science Vocational and Technical College, Zhuzhou 412008, China);THE OVER VIEW OF DETECTING METHODS FOR HARMONIC IN POWER SYSTEM[J];High Voltage Engineering;2004-03
4 CHENG Junsheng YU Dejie YANG Yu (College of Mechanical and Automotive Engineering, Hunan University, Changsha 410082);PROCESS METHOD FOR END EFFECTS OF HILBERT-HUANG TRANSFORM BASED ON SUPPORT VECTOR REGRESSION MACHINES[J];Chinese Journal of Mechanical Engineering;2006-04
5 Zhao Jinping (Second Institute of Oceanography,State Oceanic Administration,Hangzhou 310012, China) Roger Colony (International Arctic Research Center,University of Alaska Fairbanks,USA);Study on the Effects of Abnormal Events to Empirical Mode De-composition Method and the Removal Method for Abnormal Signal[J];Journal of Ocean University of Qingdao;2001-06
6 HUANG Da-ji, ZHAO Jin-ping, SUJi-lan (Laboratory of the Ocean Dynamic Processes and Satellite Oceanography; Second Institute of Oceanography, State Oceanic Administration, Hangzhou 310012, China);Practical implementation of the Hilbert-Huang Transform algorithm[J];Acta Oceanologica Sinica;2003-01
7 Ji Yuebo Qin Shuren Bai lin Zhong Youming (Test Center,Chongqing University,Chongqing 400044);RESEARCH ON THE EDGE EFFECT OF CUTOFF SIGNAL WITH LIMITED TIME DOMAIN[J];Journal of Vibration and Shock;2002-04
8 Cheng Junsheng Yu Dejie Yang Yu(College of Mechanical nad Automotive Engineering,Hunan University,Changsha 410082);DISCUSSION OF THE END EFFECTS IN HILBERT-HUANG TRANSFORM[J];Journal of Vibration and Shock;2005-06
9 Yang Shi-xi, HU Jing-song, WU Zhao-tong, YAN Gong-biao (Dept. of Mechanical Engineering, Zhejiang Univ., Hangzhou 310027,China);THE COMPARISON OF VIBRATION SIGNALS’ TIME-FREQUENCY ANALYSIS BETWEEN EMD-BASED HT AND WT METHOD IN ROTATING MACHINERY[J];Proceedings of the Csee;2003-06
10 LI Tian-yun, ZHAO Yan, Li Nan, FEN Guo, GAO Hong-hui (Electric Power Engineering Department, Northeast of China Electric Power Institute, Jilin 132012, Jilin Province, China);A NEW METHOD FOR POWER QUALITY DETECTION BASED ON HHT[J];Proceedings of the Csee;2005-17
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 TAO Qi,LIAO Haili,LI Mingshui,LIU Ming(Research Center of Wind Engineering,Southwest Jiaotong University,Chengdu 610031,China);Modal parameters identification of Sutong Yangtze River highway bridge at stage of single longest cantilevered beam state[J];Sichuan Building Science;2009-05
2 YANG Lu,SHEN Huai-rong (The Academy of Equipment Command & Technology,Beijing 101416,China);Research and Comparison on the Application of Hilbert-Huang Transform and Wavelet Transform to Fault Feature Extraction[J];Acta Armamentarii;2009-05
3 DU Xiu-li~1,HE Li-zhi~2 (1.The Key Laboratory of Urban Security and Disaster Engineering,Ministry of Education,Beijing University of Technology,Beijing 100124,China;2.MaisonWorleyParsons(Beijing) E&T Co.Ltd,Beijing 100016,China);A New Method of Processing the Boundary Problem in the Empirical Mode Decomposition(EMD)[J];Journal of Beijing University of Technology;2009-05
4 YANG Lu,SHEN Huai-rong(The Academy of Equipment Command & Technology,Beijing 101416,China);A Fault Information Fusion Diagnosis Method Based on HHT/PNN[J];Journal of Beijing University of Technology;2010-02
5 XU Shi-yan (Department of Mechatronics Engineering,Liaoyuan Vocational and Technical College,Liaoyuan 136201,China);Improved Algorithm of Empirical Mode Decomposition Based on Extension Technique[J];Journal of Jilin University(Information Science Edition);2009-04
6 He Tianyuan(Naval Representatives Office of Hunan,Xiangtan 411101,Hunan,China);Comparisons of the Control Methods for Active Power Filter[J];Marine Electric & Electronic Engineering;2011-01
7 MENG Zong~, DAI Gui-ping, LIU Bin (Electrical Engineering Institute of Yanshan University, Qinhuangdao Hebei 066004,China);Characteristics Study on Time-Frequency Analysis Method Based on Empirical Mode Decomposition[J];Chinese Journal of Sensors and Actuators;2006-04
8 LI Qiang-wei,HUANG Zhi-yao~*,DING Hao,LI Hai-qing(National Laboratory of Industrial Control Technology,Department of Control Science and Engineering,Zhejiang University,Hangzhou 310027,China);State Monitoring of Flow Pattern of Oil-Gas Two-Phase Flow Based on Empirical Mode Decomposition[J];Chinese Journal of Sensors and Actuators;2007-01
9 HUANG Hao,HU Feng(College of Electrical Engineering and Information Science,China Three Gorges Universty,Yichang 443002,China);A New Method of the Power Quality Signal De-noising Based on Empirical Mode Decomposition[J];Journal of Changsha University of Electric Power(Natural Science);2006-04
10 LIAO Dai-fa,TANG Zhong,CHEN Yong-wei,JIANG You-hua(School of Computer and Information Engineering,Shanghai University of Electric Power,Shanghai 200090,China);Instantaneous reactive power theory based improved harmonic current detecting method and its digital low-pass filter optimized design[J];Journal of Electric Power Science and Technology;2009-01
China Proceedings of conference Full-text Database 10 Hits
1 LIU Xiaofeng, QIN shuren, BO Lin (Test center of Chongqing University, Chongqing, 400044, China);Treatment about existing problems from EMD algorithm[A];[C];2007
2 Qin Yi , Mao Yong-fang, Qin Shu-ren (Test Center, Mechanical Department, Chongqing University, Chongqing,400044, China);Orthogonal Empirical Mode Decomposition and its Fast implement[A];[C];2007
3 Shiguang Wen~1,Fei Wang~(1,2),Chengdong Wu~1,Yuzhong Zhang~1 1.School of Information Science and Engineering,Northeastern University,Shenyang,110004 2.State Key Laboratory of Robotics and Systems,Harbin Institute of Technology,Harbin 150001,China;Gait Data De-noising Based On Improved EMD[A];[C];2010
4 Law, Y. K Pan, S. S Hsu, C. T (Department of Mechanical Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong; China Ship Scientific research center, Wuxi 00000, China;Experiments on Shoaling of Gravity Surface Waves[A];[C];2004
5 HUANG Ran LI Xiao Ming School of Electrical Engineering,Wuhan university,,Wuhan 430072,China;Summary on WAMS Based Low-frequency Oscillation Analysising Mode Method[A];[C];2008
6 Wei Zhu Ming Zhang Wenqi Wu (College of Mechatronics Engineering and Automation, National University of Defense Technology. Changsha, Hunan, 410073);Simulation Research of Strapdown Inertial Navigation System Algorithm in the Frequency Domain[A];[C];2006
7 Feng Zhipeng~1 Zhu Pingyu~2 Chu Fulei~3 (1 Institute of Vehicular Engineering, University of Science and Technology Beijing, Beijing 100083, China; 2 Hunan Key Laboratory of Machinery Health Maintenance, Hunan University of Science and Technology, Xiangtan 411201, China; 3 Department of Precision Instruments and Mechanology, Tsinghua University, Beijing 100084, China);Application of Adaptive Time Frequency Analysis to Fault Diagnosis of Machinery:A Review[A];[C];2008
8 Li Qiangwei (Zhejiang Police College Hangzhou 310053 China);Analysis of End Effects in Hilbert-Huang Transform[A];[C];2008
9 Peng Yulou~(1,2) He Yigang~1 Peng Yuxu~2 (1 College of Electrical and Information Engineering Hunan University Changsha 410082; 2 College of Computer Science & Communication Engineering Changsha Science & Technology University Changsha 410014 China);Fault Diagnosis in Bear Processing Based on Wavelet Spectrum[A];[C];2009
10 Cui Lina Jiang Hong Yu Weibo Huang Yanqiu School of Electrial and Electronic Engineering,Changchun University of Techonlogy,changchun,130012,China;Application Research of Power Quality Detection Analyzer on TMS320LF2407[A];[C];2008
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 DU Xiu-li~1,HE Li-zhi~2 (1.The Key Laboratory of Urban Security and Disaster Engineering,Ministry of Education,Beijing University of Technology,Beijing 100124,China;2.MaisonWorleyParsons(Beijing) E&T Co.Ltd,Beijing 100016,China);A New Method of Processing the Boundary Problem in the Empirical Mode Decomposition(EMD)[J];Journal of Beijing University of Technology;2009-05
2 LI Jing-liang,LIU Zhao-du,YE Yang,SHANG Bing-xu (School of Mechanical Engineering,Beijing Institute of Technology,Beijing 100081,China);Research on Directly Adaptive Fuzzy Algorithm Based ACC Controller[J];北京理工大学学报(英文版);2010-02
3 ZHAO Ya-kui,HUANG Cheng-jun,SHAO Zhen-yu,ZHANG Yi-gang(Shanghai Jiaotong University,Shanghai 200240,China);Application of Wavelet Transform Based on Spatially Selective NoiseFiltration to White Noise Suppression in Transformer Partial Discharge[J];Transformer;2005-10
4 MA Hai-chao (No. 92941 PLA, Liaoning Province, Huludao 125001, China);Extra High Speed Data Acquisition Technology Developments[J];Journal of Test and Measurement Technology;2003-04
5 YANG Jie,ZHENG Hai-qi,LIU Xiao-ping,WANG Yan-gang(Ordnance Engineering College,Shijiazhuang 050003,China);Application of Multi-scale Soft Morphological Filter in Fault Diagnosis of Bearings[J];Bearing;2011-03
6 ZHANG Min~(1,2),CHENG Jia-xing~2,FAN Fu-hua~1,LIU Hui-ting~2 (1.204 Research Room,Electronic Engineering Institute of PLA, Hefei 230037, China; 2.Lab of Intelligence Calculating & Signal Processing,Anhui University,Hefei 230039, China);Study on the Problems in Extracting Instantaneous Characters of Signals Based on Hilbert Transform[J];Telecommunication Engineering;2003-04
7 LIU Dai~1,PANG Song-ling~2,LUO Wei~3 (l.Haikou Electric Power Supply Bureau,Haikou,Hainan,57000;2.Hainan Power Grid,Haikou,Hainan,570203;3. Dongruan Software College of Dalian,Dalian,Liaoning,116023);Power System Short-Term Load Forecasting Based on EEMD and Dynamic Neural Network[J];Journal of Northeast Dianli University(Natural Science Edition);2009-06
8 WANG Xue-wei,DAI Zi-wei (College of Information Science and Technology,Beijing University of Chemical Technology, Beijing 100029,China);Research and Realization of RAY-Period Compression Algorithm[J];Electrical Measurement & Instrumentation;2006-10
9 ZOU Hai-yan1,WANG Xue-wei1,YANG Wen2(1.College of Information Science and Technology,Beijing University of Chemical Technology,Beijing 100029,China.2.Beijing Electronic Science and Technology Vocational College,Beijing 100029,China);Comprehensive estimation of power quality based on wavelet (packet) transform[J];Electrical Measurement & Instrumentation;2008-12
10 MIAO Gui-jun1,WANG Xue-wei1,YANG Li-guo1,ZHANG Bin2(1.Beijing University of Chemical Technology,Beijing 100029,China. 2.Harbin Research Institute of Electrical Instrumentation,Harbin 150081.China);Research on Compression Sampling Algorithm of Short-time Power Quality[J];Electrical Measurement & Instrumentation;2010-12
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 LIU Zhigang,LI Wenfan,SUN Wanlu(School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China);Hilbert-Huang transform and its applications in power system[J];Electric Power Automation Equipment;2012-04
2 Hu Xiaoxi1 Liu Hanlu2 Xiong Tingting1 Hu Jingying1(1.School of Electrical and Information Engineering,Changsha University of Science and Technology,Changsha 410114;2.Xianning Power Supply Company,Xianning,Hubei 437100);Signal Detection Technology of Complexity Power Quality Based on HHT[J];Electrical Engineering;2012-05
3 WANG Fei-long,LI Yan-qing,SHI Le-xian(School of Electric and Electronic Engineering,North China Electric Power University,Baoding 071003,Hebei,China);Application of HHT in Voltage Fluctuation Detection of the Microgrid[J];Electrical Measurement & Instrumentation;2013-06
4 JING Zhaoxia,HU Ren(School of Electric Power,South China University of Technology,Guangzhou 510641,China);Power quality evaluation based on two-stage method and its sensitivity analysis[J];Electric Power Automation Equipment;2013-07
5 HUANG Chuanjin;CAO Wensi;CHEN Tiejun;QIU Daoyin;School of Engineering Technology,Zhongzhou University;School of Electric Power,North China University of Water Resources and Electric Power;School of Electrical Engineering,Zhengzhou University;;Application of local mean decomposition in power quality disturbance detection[J];Electric Power Automation Equipment;2013-09
6 LIU Li;BI Gui-hong;ZU Zhe;CHEN Shi-long;College of Electrical Engineering,Kunming University of Science and Technology;;Application of Mask Component-based Refined HHT in the Locating of Power Quality Disturbance Signal[J];Electrical Automation;2013-05
7 ZHANG Qiao-ge;LIU Zhi-gang;CHEN Gang;School of Electrical Engineering,Southwest Jiaotong University;;Frequency Detection of Transient Oscillation Signal Using Morlet Wavelet Based on Spectral Kurtosis Method[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2013-05
8 REN Zuhua;WANG Bolin;College of Energy and Electrical Engineering,Hohai University;;Voltage flicker detection based on multi-resolution S-transform[J];Electric Power Automation Equipment;2014-01
9 ZHU Ling;LIU Zhigang;HU Qiaolin;ZHANG Qiaoge;School of Electrical Engineering,Southwest Jiaotong University;;Recognition of transient power quality disturbances based on CWD spectral kurtosis[J];Electric Power Automation Equipment;2014-02
10 LIU Dejian;JIAO Chenjun;ZHENG Xiaolong;School of Electrical Engineering,Southwest Jiaotong University;Training Center,Xinjiang Electric Power Corporation;;Compound Power Quality Disturbance Automatic Identification Method Based On Multi-feature Quantity[J];Journal of Chengdu University(Natural Science Edition);2014-01
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Zhou Wenhui Li Qing Zhou Zhaojing(China Institute of Metrology 310034 China);Power Quality Detection Using Wavelet-Multiresolution Signal Decomposition[J];Transactions of China Electrotechnical Society;2001-06
2 Pan Wen; Qian Yushou; Zhou E(Southeast University);Power Harmonics Measurement Based on Windows and Interpolated FFT(Ⅰ)Study of Windows[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1994-01
3 Pan Wen; Qian Yushou; Zhou E(Southeast University);Power Harmonics Measurement Based on Windows and Interpolated FFT(Ⅱ) Dual Interpolated FFT Algorithms[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1994-02
4 ;Measurement for Real time Delecting Harmonic Current Based on Wavelet Transfer[J];POWER ELECTRONICS;2000-01
5 GAI Qiang 1,2 , MA Xiao jiang 1, ZHANG Hai yong 1,2 , ZOU Yan kun 1 ( 1. Vibration Eng. Inst., Dalian Univ. of Technol., Dalian 116024, China; 2. Simulation Cent., Dalian Naval Acad., Dalian 116018, China );New method for processing end effect in local wave method[J];Journal of Dalian University of Technology;2002-01
6 Li Wei1 ,Wang Jianze2 ,Ran Qiwen2 ,Ji Yanchao2 1.Zhejiang U niversity,Hangzhou310 0 2 7,China 2 .Harbin Institute of Technology,Harbin 15 0 0 0 1,China;A NOVEL MEASUREMENT METHOD FOR POWER SYSTEM TRANSIENT WAVEFORMS[J];Automation of Electric Power Systems;2002-05
7 Li Shengqing Luo Fei Zhang Changfan;An Improved Harmonic Current Detecting Method Based on i_p and i_q Calculating Modes[J];Electric Drive;2003-02
8 ZHANG Bin, LIU Xiao\|chuan, XU Zhi\|han (Sichuan University, Chengdu 610065, Sichuan Province, China);TRANSFORMATION-BASED ANALYSIS METHOD OF POWER QUALITY[J];Power System Technology;2001-01
9 YAN Ju bin, LIU Xiao chuan, YANG Hong geng, ZHANG Bin (Sichuan University, Chengdu 610065, Sichuan Province, China);ANALYSIS OF SHORT-TERM POWER SYSTEM DISTURBANCE BASED-ON MODULO MAXIMUM PRINCIPLE AND ENERGY DISTRIBUTION CURVE OF WAVELET TRANSFORM[J];Power System Technology;2002-04
10 XIAO Yan-hong, MAO Xiao, ZHOU Jing-ling, JIANG Hui-xia, PENG Yong-jin (Institute of Electrical and Information Engineering, Hunan University, Changsha 410082, Hunan Province, China);A SURVEY ON MEASURING METHOD FOR HARMONICS IN POWER SYSTEM[J];Power System Technology;2002-06
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