Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Baoji University of Arts and Sciences(Natural Science Edition)》 2009-01
Add to Favorite Get Latest Update

Forecasting study of short-term wind speed based on SVM

WANG Hui-qin1,2(1.Department of Mathematics,Baoji University of Arts and Sciences,Baoji 721013,Shaanxi,China;2.School of Science,Xi'an University of Science and Technology,Xi'an 710054,Shaanxi,China)  
Aim In order to reduce the forecasted error of wind speed on wind farm,a study of the forecasting model of short-term wind speed based on SVM(Support Vector Machine)was made.Methods SVM regression estimate algorithm is applied to building forecasting model.Results The presented method applied to actual wind speed forecasting,the results show that the forecasted errors are decreased really.Conclusion Compared with traditional regression algorithm(such as ARMA),the building model is feasible and effective.
【Fund】: 宝鸡文理学院项目基金资助(zk0785)
【CateGory Index】: TM614;O212.1
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 1 Hits
1 ZHOU Tong-xu(College of Mechanical and Electrical Engineering,West Anhui University,Lu'an 237012,China);Forecasting of Short-term Wind Speed with Support Vector Machine Based on Genetic Algorithms[J];Journal of West Anhui University;2010-05
【Citations】
Chinese Journal Full-text Database 3 Hits
1 YANG Jie, YE Chen-zhou, QUAN Yong, CHEN Nian-yi(Institute of Image Processing and Pattern Recognition, Shanghai JiaoTong University, Shanghai 200030, China);Simplified SMO algorithm for Support Vector Regression[J];Infrared and Laser Engineering;2004-05
2 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
3 XIE Hong1, WEI Jiang-ping2, LIU He-li1 (1. Faculty of Information Engineering, Shanghai Maritime University, Pudong District, Shanghai 200135, China; 2. Jiangsu College of Information Technology, Wuxi 214061, Jiangsu Province, China);Parameter Selection and Optimization Method of SVM Model for Short-term Load Forecasting[J];Proceedings of the CSEE;2006-22
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Zhao yong 1, ZHANG Zhao meng 2, QIN Ming 1, HUANG Qing an 1 (1.Microelectronics Center,Southeast University,Nanjing 210096, China; 2.Network Experiment Center,Panjin Polytechnic,Panjin 124010,China);Thermal simulation analysis of gas flow sensor based on thin-film thermopiles[J];Journal of Transducer Technology;2002-06
2 LI Yanjie, GAO Chengchen, WEN Bin(No 49th Research Institute,China Electronics Technology Group Corporation,Harbin 150001,China);Development of wind speed and direction transducer[J];Journal of Transducer Technology;2003-03
3 LI Chang-wu~1, LIANG Guo-wei~2(1.Coll of Optics and Elct Engin,University of Shanghai for Science and Technology,Shanghai 200093,China;2.Coll of Metrology Tech and Engin,China Institute of Metrology,Hangzhou 310018,China);Hot-wire air flow sensor for motor[J];Journal of Transducer Technology;2004-08
4 CHEN Yi-mei, HUANG Yuan-qing (Dept of Mech and Elct Engin,Xiamen University,Xiamen 361005,China);Technologies of MEMS packaging[J];Journal of Transducer Technology;2005-03
5 ;Research And Development Of Thermal –Film Air-Mass Sensor[J];Sensor World;2005-10
6 XU Shi-xia,SUN Yi-cai, PAN Guo-feng, (Hebei University of Technology, Tianjin 300130, China);The speed and direction measurement of wind based on flow sensor and the design of wireless data transmission[J];Sensor World;2009-02
7 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
8 ZHANG Zhao yong,QIN Ming,HUANG Qing An,ZHU Hao (The Key Laboratory of MEMS of Education Ministry,Microelectronics Center,Southeast University,Nanjing,Jiangsu 210096,China);Thermal Simulation of a Gas Flow Sensor Based on Thin-Film Thermopiles[J];Acta Electronica Sinica;2003-02
9 Si Donghao Li Yansong (Hangzhou Sinomems Technology CO., LTD);Thermal Mass Flow Sensor Based on Technology of Microelectronic Mechanical Systems(MEMS)[J];Foretgn Electronig Measurement Technology;2005-01
10 HAN Shuang,YANG Yong-ping,LIU Yong-qian(School of Energy and Power Engineering,North China Electric Power University,Beijing 102206,China);Application study of three methods in wind speed prediction[J];Journal of North China Electric Power University(Natural Science Edition);2008-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Gao Shan,Shan Yuanda Southeast U niversity,Nanjing2 10 0 96 ,China;NOVEL INPUT VARIABLE SELECTION FOR ANN SHORT- TERM LOAD FORECASTING[J];Automation of Electric Power Systems;2001-22
2 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
3 ZHAO Jian-jian1, ZHANG Bu-han1, CHENG Shi-jie1, LU Jian2 (1. School of Electrical and Electronics Engineering, Huazhong University of Science and Technology, Wuhan 430074, Hubei Province, China; 2. Wuhan Electric Power Bureau, Wuhan 430074, Hubei Province, China);A DETERMINISTIC ANNEALING CLUSTERING BASED SHORT-TERM LOAD FORECASTING METHOD WITH RADIAL BASIS FUNCTION NETWORK[J];Power System Technology;2003-06
4 LIU Yao-nian, ZHU bin, ZENG Ling-quan, ZHANG Wen-sheng, LI Yue-ling (Northeast Institute of Electric Power Engineering , Jilin 132012, Jilin Province , China);A NEW METHOD FOR SHORT TERM LOAD FORECASTING BASED ON ADDITIVE FUZZY SYSTEMS[J];Power System Technology;2003-08
5 DONG An-zheng , ZHAO Guo-fan (State Key Laboratory of Coastal and Offshore Engineering, Dalian University of Technology, Dalian 116024, China);APPLICATIONS OF ARTIFICIAL NEURAL NETWORKS IN WIND SPEED ESTIMATION FROM SHORT-TERM RECORDS[J];Engineering Mechanics;2003-05
6 ZHANG Ying, GAO Zhong-wen(Computer & Control College, Harbin Univ. Sci. Tech., Harbin 150080, China);The Load Forecasting of Electric Energy Based on Time Sequence and Neural Network[J];Journal of Harbin University of Science and Technology;2003-01
7 TAO Qing1,2, CAO Jin-de3, SUN De-min4 1(Institute of Automation, The Chinese Academy of Sciences, Beijing 100080, China); 2(1st Department, Artillery Academy of PLA of China, Hefei 230031, China); 3(Department of Applied Mathematics, Southwest Universit;A Regression Method Based on the Support Vectors for Classification[J];Journal of Software;2002-05
8 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
9 LEI Ya zhou, WANG Wei sheng, YIN Yong hua, DAI Hui zhu (Electric Power Research Institute of China, Beijing 100085, China);AN OPTIMIZATION METHOD FOR DETERMINING WIND POWER PENETRATION LIMIT IN POWER SYSTEM UNDER STATIC SECURITY CONSTRAINTS[J];Proceedings of the Csee;2001-06
10 ZHAO Deng-fu, WANG Meng, ZHANG Jiang-she, WANG Xi-fan (Xi抋n Jiaotong University, Xi抋n 710049, China);A SUPPORT VECTOR MACHINE APPROACH FOR SHORT TERM LOAD FORECASTING[J];Proceedings of the Csee;2002-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved