Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Proceedings of the CSEE》 2009-28
Add to Favorite Get Latest Update

Short-term Power Prediction of a Wind Farm Based on Wavelet Analysis

WANG Li-jie1, DONG Lei1, LIAO Xiao-zhong1, GAO Yang2 (1. School of Automation, Beijing Institute of Technology, Haidian District, Beijing 100081, China; 2. Department of Electrical Engineering, Shenyang Institute of Engineering, Shenyang 110136, Liaoning Province, China)  
This paper studied the short-term prediction of wind power generating capacity by means of wavelet analysis and artificial neural network. Signal was decomposed into several sequences in different band by wavelet tranform. By building different neural network, decomposed time series were predicted separately, then the predicted results were added. Some simulations were performed using the real data from Fujin wind farm, China. The results show that the neural network model based on wavelet decomposition improves time lag problem and the mean absolute error drops from 6.99% to 6.01%, compared with the neural network model based on chaotic characteristic.
【Fund】: 国家自然科学基金项目(50777003);; 中国电力投资公司科技项目(2009065ZDGKJX)~~
【CateGory Index】: TM614
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 8 Hits
1 WANG Qingran1,XIE Guohui2,ZHANG Lizi1(1.North China Electric Power University,Beijing 102206,China;2.State Grid Energy Research Institute,Beijing 100052,China);An Integrated Generation-consumption Dispatch Model with Wind Power[J];Automation of Electric Power Systems;2011-05
2 CHEN Pan,CHEN Hao-yong,YE Rong(South China University of Technology,Guangzhou 510640,China);Wind speed forecasting based on multi-scale morphological analysis[J];Power System Protection and Control;2010-21
3 Li Li,Ye Lin(College of Information and Electrical Engineering,China Agricultural University,Beijing 100083,China);Short-term wind power forecasting based on an improved persistence approach[J];Transactions of the Chinese Society of Agricultural Engineering;2010-12
4 Wang Shiqian,Su Juan,Du Songhuai(College of Information and Electrical Engineering,China Agriculture University,Beijing,100083,China);A method of short-term wind power forecast based on wavelet transform and neural network[J];Transactions of the Chinese Society of Agricultural Engineering;2010-S2
5 Yu Fan Dong Min(School of Computer Science and Engineering,Xi'an Technological University,Xi'an 710032);Application of Wavelet Transform and PAR in Load Short-term Forecasting[J];Computer & Digital Engineering;2011-02
6 QIAO Ying1,LU Zong-xiang1,XU Fei1,WANG Xiao-hai2,HOU You-hua2,ZHU Chang-sheng2 (1. State Key Lab of Power Systems,Department of Electrical Engineering,Tsinghua University,Beijing 100084,China; 2. Dispatch Center of Inner Mongolia Power Company,Hohehot 010020,China);Study on the integrated monitoring & control platform of wind farms[J];Power System Protection and Control;2011-06
7 ZHANG Le-feng,WANG Zeng-ping(North China Electric Power University,Beijing 102206,China);Influences of Wind Power Integration on Power System[J];Jiangsu Electrical Engineering;2011-02
8 HONG Cui, LIN Wei-ming, WEN Bu-ying ( College of Electrical Engineering and Automation , Fuzhou University , Fuzhou 350108 , Fujian Province, China );Overview on Prediction Methods of Wind Speed and Wind Power[J];Power System and Clean Energy;2011-01
【Citations】
Chinese Journal Full-text Database 10 Hits
1 DING Ming,ZHANG Li - jun,WU Yi - chun(Hefei University of Technology,Hefei 230009,China);Wind speed forecast model for wind farms based on time series analysis[J];Electric Power Automation Equipment;2005-08
2 CAI Kai1,TAN Lun-nong1,LI Chun-lin2,TAO Xue-feng1 (1.School of Electrical and Information Engineering,Jiangsu University,Zhenjiang 212013,Jiangsu Province,China; 2.Electric Control Sub-Co.NARI Group Corporation,Nanjing 210003,Jiangsu Province,China);Short-Term Wind Speed Forecasting Combing Time Series and Neural Network Method[J];Power System Technology;2008-08
3 DU Ying1,LU Ji-ping1,LI Qing2,DENG Ying-ling3 (1.State Key Laboratory of Power Transmission Equipment & System Security and New Technology (Chongqing University),Shapingba District,Chongqing 400044,China;2.Gansu Clean Source of Wind Power Co., Ltd., Lanzhou 730050,Gansu Province,China;3.China CIVIL Zhanjiang Air Traffic Management Station, Zhanjiang 524017,Guangdong Province,China);Short-Term Wind Speed Forecasting of Wind Farm Based on Least Square-Support Vector Machine[J];Power System Technology;2008-15
4 JIANG Chuan-wen 1, HOU Zhi-jian 1, LI Tao 1, ZHANG Yong-chuan 2 ( 1. School of Electric Power, Shanghai Jiaotong Univ., Shanghai 200030, China; 2. Huazhong Univ. of Science and Technology, Wuhan 430074);Runoff Nonlinear Forecasting Using Wavelet Decomposing[J];Journal of Shanghai Jiaotong University;2002-07
5 Dong Lei~(1,2),Gao Shuang~(1,2),Liao Xiaozhong~(1,2),Feng Chengbo~3 (1.College of Information and Science Technology,Beijing Institute of Technology,Beijing 100081,China; 2.Key Laboratory of Complex System Intelligent Control and Decision(Beijing Institute of Technology),Ministry of Education,Beijing 100081,China; 3.Internet Education School of Xi'an Jiaotong University,Xi'an 710049,China);CHAOS CHARACTERISTIC ANALYSIS ON THE TIME SERIES OF WIND POWER GENERATION CAPACITY[J];Acta Energiae Solaris Sinica;2007-11
6 CHEN Shu yong, DAI Hui zhu, BAI Xiao min, ZHOU Xiao xin (Electric Power Research Institute China, Beijing 100085,China);RELIABILITY MODEL OF WIND POWER PLANTS AND ITS APPLICATION[J];Proceedings of the Csee;2000-03
7 TAI Neng-ling, HOU Zhi-jian, LI Tao, JIANG Chuan-wen, SONG Jiong (Shanghai Jiao Tong University, Shanghai, 200030,China);NEW PRINCIPLE BASED ON WAVELET TRANSFORM FOR POWER SYSTEM SHORT-TERM LOAD FORECASTING[J];Proceedings of the Csee;2003-01
8 ZHENG Guo-qiang1,BAO Hai1,CHEN Shu-yong2 (1.School of Electrical Engineering, North China Electric Power University,Beijing 102206, China; 2.China Electric Power Research Institute, Beijing 100085, China);AMENDING ALGORITHM FOR WIND FARM PENETRATION OPTIMIZATION BASED ON APPROXIMATE LINEAR PROGRAMMING METHOD[J];Proceedings of the Csee;2004-10
9 YANG Xiu-yuan 1, XIAO Yang2, CHEN Shu-yong 3 (1. Beijing Machinery Industry College, Haidian District, Beijing 100085, China; 2. Northeast China Institute of Electric Power Engineering, Jilin 132012, Jilin Province, China; 3. China Electric Power Research Institute, Haidian District, Beijing 100085, China);WIND SPEED AND GENERATED POWER FORECASTING IN WIND FARM[J];Proceedings of the Csee;2005-11
10 SUN Chun-shun,WANG Yao-nan,LI Xin-ran(College of Electrical and Information Engineering,Hunan University,Changsha 410082,Hunan Province,China);A Vector Autoregression Model of Hourly Wind Speed and Its Applications in Hourly Wind Speed Forecasting[J];Proceedings of the CSEE;2008-14
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 GUI Chang-qing(CSSC 712 Research Institute,Wuhan,Hubei 430064,China);Energy-storing batteries used in wind and solar power generation systems[J];Chinese Battery Industry;2008-01
2 Dong Lei Wang Lijie Gao Shuang Liao Xiaozhong ( Beijing Institute of Technology Beijing 100081 China);Modeling and Analysis of Prediction of Wind Power Generation in the Large Wind Farm Based on Chaotic Time Series[J];Transactions of China Electrotechnical Society;2008-12
3 CHI Yong-ning1,LI Qun-ying2 ,LI Yan1 ,WANG Zhen1,SHI Wen-hui1,WANG Yue-feng1(1. China Electric Power Research Institute, Beijing 100192, China;2. Jinlin Electric Power Company, Changchun 130021, China);Power System Operation and Stability Problems Caused by Integration of Large-scale Wind Power and Corresponding Solutions[J];Electrical Equipment;2008-11
4 Zhang Guoquan,Wang Xiuli,Wang Xifan Xi'an Jiaotong U niversity,Xi'an71 0 0 4 9,China;STUDY ON BENEFITSAND COSTSOF SPINNING RESERVE CAPACITY IN POWER MARKET[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-21
5 Wang Xing 1, Y. H. Song 1, Lu Qiang 2 (1. Brunel University, Uxbridge, UB8 3PH, UK) (2. Tsinghua University, Beijing 100084, China);LAGRANGIAN RELAXATION BASED MULTI-REGION TRANSMISSION CONGESTION MANAGEMENT[J];Automation of Electric Power Systems;2002-13
6 Cao Yijia (Zhejiang University, Hangzhou 310027, China);APPLICATION OF PARALLEL GENETIC ALGORITHMS TO ECONOMIC DISPATCH ──Effects of Migration Strategy on Algorithms' Performances[J];Automation of Electric Power Systems;2002-13
7 Han Xueshan 1, Liu Zhuo 2 (1. Shandong University, Jinan 250062, China) (2. Harbin Institute of Technology, Harbin 150001,China);DECOUPLED ECONOMIC DISPATCH INCLUDING UNIT RAMP RATE AND NETWORK SECURITY CONSTRAINTS[J];Automation of Electric Power Systems;2002-13
8 Li Canbin 1, Kang Chongqing 1, Xia Qing 1, Huang Yonghao 1, Shang Jincheng 2, Meng Yuanjing 2, Ding Junwei 1, Shen Yu 1 (1. Tsinghua University, Beijing 100084, China) (2. Henan Province Electric Power Company, Zhengzhou 450052, China);GENERATION RIGHTS TRADE AND ITS MECHANISM[J];Automation of Electric Power Systems;2003-06
9 Q.H. Wu, D.J. Zhang(The University of Liverpool, Liverpool L69 3GJ, UK)[KH2D];MORPHOLOGICAL FILTERING TECHNIQUES AND APPLICATIONS IN PROTECTION RELAYING[J];Automation of Electric Power Systems;2003-07
10 Zhu Chunming 1, Liu Mingbo 1, Pei Aihua 1, Qian Kangling 2, Li Fanghong 2, Huo Jinqiang 3, Ma Ji 3 (1. South China University of Technology, Guangzhou 510640, China) (2. Guangzhou Branch, Guangdian Group Co Ltd of Guangdong Province, Guangzhou 510600, China) (3. Guangzhou Keli General Electric Co Ltd, Guangzhou 510245, China);SETTING METHOD FOR CONTROL RANGE OF VOLTAGE AND REACTIVE POWER IN SUBSTATIONS[J];Automation of Electric Power Systems;2003-08
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Wang Jianze; Ran Qiwen; Ji Yanchao; Liu Zhuo (Harbin Institute of Technology. 150001. Harbin. China);FREQUENCY DOMAIN ANALYSIS OF WAVELET TRANSFORM IN HARMONICS DETECTION[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1998-07
2 DING Ming,ZHANG Li - jun,WU Yi - chun(Hefei University of Technology,Hefei 230009,China);Wind speed forecast model for wind farms based on time series analysis[J];Electric Power Automation Equipment;2005-08
3 JIN Qun,LI Xin-ran (Hunan University,Changsha 410082,China);GA parameter setting and its application in load modeling[J];Electric Power Automation Equipment;2006-05
4 LEI Ya-zhou, WANG Wei-sheng, YIN Yong-hua, DAI Hui-zhu (China Electric Power Research Institute, Beijing 100085, China);ANALYSYS OF WIND POWER VALUE TO POWER SYSTEM OPERATION[J];Power System Technology;2002-05
5 SHEN Hong, LIANG Jun, DAI Hui-Zhu (China Electric Power Research Institute, Beijing 100085, China);CALCULATION OF WIND FARM PENETRATION BASED ON POWER SYSTEM TRANSIENT STABILITY ANALYSIS[J];Power System Technology;2002-08
6 LI Jing1,WANG Wei-sheng2,SONG Jia-hua3 (1.North China Electric Power University,Baoding 071000,Hebei Province,China;2.China Electric Power Research Institute,Beijing 100085,China;3.Northeast Institute of Electric Power,Jilin 132012,Jilin Province,China);MODELING AND DYNAMIC SIMULATION OF VARIABLE SPEED WIND TURBINE[J];Power System Technology;2003-09
7 MA Jing-bo,YANG Hong-geng (School of Electricity and Electrical Information,Sichuan University, Chengdu 610065,Sichuan Province, China);APPLICATION OF ADAPTIVE KALMAN FILTER IN POWER SYSTEM SHORT-TERM LOAD FORECASTING[J];Power System Technology;2005-01
8 LEI Ya-zhou1,Gordon Lightbody2 (1.ESB National Grid Co.,Dublin,Ireland;2. National University of Ireland,College Cork,Ireland);AN INTRODUCTION ON WIND POWER GRID CODE AND DYNAMIC SIMULATION[J];Power System Technology;2005-12
9 Wu Xueguang Zhang Xuecheng Yin Yonghua Dai HuizhuElectric Power Research Institute, Ministry of Electric PowerQinghe, Beijing, 100085, China;APPLICATION OF MODELS OF THE WIND TURBINE INDUCTION GENERATORS (WTIGs) TO WIND POWER SYSTEM DYNAMIC STABILITY ANALYSIS[J];POWER SYSTEM TECHNOLOGY;1998-06
10 Wu Xueguang Chen Shuyong Dai Huizhu Electric Power Research Institute, Ministry of Electric Power Beijing, 100085 China;APPLICATION OF LEAST ERROR APPROACH TO ANALYSIS OF WIND ENERGY RESOURCES ANALYSIS OF WIND ENERGY RESOURSES IN WIND FARM[J];POWER SYSTEM TECHNOLOGY;1998-07
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved