Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Computer Science》 2008-05
Add to Favorite Get Latest Update

Internet Traffic Forecasting Based on Support Vector Machine Optimized by Genetic Algorithm

ZHANG Ying-lu (No.710 Research Institute,China Shipbuilding Industry Corporation,Yiehang 443003,China)  
The basic theory of time series forecasting based on Support Vector Machine(SVM)is introduced in this pa- per.And Genetic Algorithm(GA)optimizes the parameters of SVM.GA-SVM is firstly applied to forecast future In- ternet traffic including two sets of real data,and compared to the BP and RBF neural network.The results show that SVM is superior to these two kinds of neural network methods in prediction performance.And SVM is the suitable and effective method for forecasting Internet traffic.
【CateGory Index】: TP18;TP393.06
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 4 Hits
1 LUO Yun-qian XIA Jing-bo WANG Huan-bin(The Telecommunication Engineering Institute,Air Force Engineering University,Xi'an 710077,China) (State Key Lab of Integrated Service Networks,Xidian University,Xi'an 710071,China);Application of Chaos-support Vector Machine Regression in Traffic Prediction[J];Computer Science;2009-07
2 LV Wei1,MA Wei-min1,BI Quan-cheng1,HUANG Jian-cong21.School of Information Technology of Beijing Normal University Zhuhai Campus,Zhuhai,Guangdong 519085,China 2.Software Research Institute of Zhongshan University,Guangzhou 510275,China;Nearest neighbor series predicate algorithm based on improved GP fractal theory[J];Computer Engineering and Applications;2009-33
3 WANG Shi-yi(Computer Department of Chaohu College,Chaohu 238000,China);Network Intrusion Detection Based on Improved Support Vector Machine[J];Computer Technology and Development;2009-07
4 WU Jing-long1,2,YANG Shu-xia1,LIU Cheng-shui3 (1. School of Business Administration,North China Electric Power University,Beijing 102206,China; 2. North United Power Corporation,Hohhot 010020,China; 3. City Information-tech Application Graduate School,Beijing City University,Beijing 100083,China);Parameter selection for support vectormachines based on genetic algorithms to short-term power load forecasting[J];Journal of Central South University(Science and Technology);2009-01
【Citations】
Chinese Journal Full-text Database 9 Hits
1 YANG Yu-wei,ZUO Hong-fu,CHEN Guo(College of Civil Aviation,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Influence analysis and self-adaptive optimization of support vector machine time series forecasting model parameters[J];Journal of Aerospace Power;2006-04
2 ZOU Bo Xian and LIU Qiang (Information Network Laboratory, Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080);ARMA-BASED TRAFFIC PREDICTION AND OVERLOAD DETECTION OF NETWORK[J];Journal of Computer Research and Development;2002-12
3 LU Jinjun1,2,WANG Zhiquan1(1.School of Automation,Nanjing University of Science and Technology,Nanjing 210094;2.Center of Education and Technology,Nantong Vocational College,Nantong 226007);Study of Internet Traffic Data Flow Forecast of RBF Neutral Network Based on Chaos Theory[J];Computer Engineering;2006-23
4 ZHOU Hong-gang,YANG Chun-de(College of Computer Science and Technology,Chongqing University of Posts and Telecommunications,Chongqing 400065,China);Anomaly detection approach based on immune algorithm and support vector machine[J];Journal of Computer Applications;2006-09
5 WANG Xiao-dan,ZHENG Chun-ying,WU Chong-ming,ZHANG Hong-da (Missile Institute, Air Force Engineering University, Sanyuan Shaanxi 713800, China);New algorithm for SVM-Based incremental learning[J];Journal of Computer Applications;2006-10
6 WU Shao-xiong,HUANG En-zhou(Department of Economics and Management,Fujian University of Technology,Fuzhou Fujian 350014,China);Control chart patterns recognition based on support vector machine[J];Journal of Computer Applications;2007-01
7 Lu Jinjun~(1,2),Wang Zhiquan~1(1.School of Automation,Nanjing University of Science and Technology,Nanjing, 210094,China;2.Center of Education and Technology,Nantong Vocational College,Nantong,226007,China);Prediction of Network Traffic Flow Based on Chaos Characteristics[J];Journal of Nanjing University of Aeronautics & Astronautics;2006-02
8 DONG Hui, FU He-lin, LENG Wu-ming (Civil Architectual Engineering College, Central South University, Changsha 410075, China);Support Vector Machines For Time Series Regression and Prediction[J];Journal of System Simulation;2006-07
9 LIU Han, LIU Ding, LI Qi(School of Automation & Information Engineering, Xi'an University of Technology, Xi'an 710048, China);Chaotic Time Series Nonlinear Prediction Based on Support Vector Machines[J];Systems Engineering-theory & Practice;2005-09
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LI Hong-ru,XU Bao-hua(Department of Missile Engineering,Ordnance Engineering College,Shijiazhuang 050003,Hebei,China);Fault Prognosis of Hydraulic Pump in the Missile Launcher[J];Acta Armamentarii;2009-07
2 FENG Yun,MA Jun-hai(School of Management,Tianjin University,Tianjin 300072);Nonlinear Method Research on Demand Forefoundry for Supply Chain[J];Journal of Beijing Institute of Technology(Social Sciences Edition);2008-05
3 ZHANG Zhi-sheng1,MA Long2,SUN Ya-ming3(1.School of Automation Engineering,Qingdao University,Qingdao 266071,China;2.Qingdao Administration of Shandong Electric Transmission & Substation Company,Qingdao 266071,China;3.School of Electrical Engineering and Automation,Tianjin University,Tianjin 300072,China);Load Forecasting Model Using Chaos Theory and Support Vector Machine[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2008-06
4 ZHANG Gao-feng1,NING Li-qiang2,3,LUO Guangming2, ZHANG Meng-hua4,WANG Quan4(1.Key Lab of Northwest Water Resources and Environmental Ecology,MOE,at XAUT,Xi'an 710048;2.Hotan Survey Bureau of Hydrology and Water Resources,Xiniang Hotan 848000;3.Tacheng Survey Bureau of Hydrology and Water Resources,Xinjiang Tacheng 874600;4.Xi'an Institute of Prospecting and Mapping,Xi'an 710054);The Chaotic Character of Spring Discharge in Hotan Prefecture and its Forecasting[J];Ground Water;2007-04
5 LIU Da-tong,PENG Yu,PENG Xi-yuan(Automatic Test and Control Institute,Harbin Institute of Technology,Harbin,Heilongjiang 150080,China);Local Online Time Series Prediction Based on the Residual Compensation with Online SVR[J];Acta Electronica Sinica;2008-S1
6 YU Yun-fei1,2,WANG Shi-jie2,ZHU Chang-zhi2(1.College of Mechanics and Construction Engineering,China University of Mining Technology,Beijing 100083,China;2.College of Urban and Rural Construction,Agricultural University of Hebei,Baoding 071001,China);A prediction method of bearing capacity of CFG pile composite foundation based on support vector machine[J];Journal of Lanzhou University of Technology;2007-06
7 JIANG Ming1,WU Chun-ming2,ZHANG Min1,HU Da-min2(1.Institute of Software and Intelligent Technology,Hangzhou Dianzi University,Hangzhou,Zhejiang 310018,China;2.AI Institute of Zhejiang University,Hangzhou,Zhejiang 310027,China);Research on the Comparison of Time Series Models for Network Traffic Prediction[J];Acta Electronica Sinica;2009-11
8 LI Chao,ZHAO Hai,GE Xin,ZHANG Jun(School of Information Science and Engineering,Northeastern University,Shenyang,Liaoning 110004,China);Network Delay Prediction Model Based on Chaotic Characteristic[J];Acta Electronica Sinica;2009-12
9 WU Jiang,LI Tai-yong(School of Economic Information Engineering,Southwest University of Finance and Economics,Chengdu 610074,China);Financial Time Series Forecasting Based on Weighted Support Vector Machine[J];Commercial Research;2010-01
10 SUN Han-lin1,JIN Yue-hui1,CUI Yi-dong1,2,CHENG Shi-duan1(1.State Key Laboratory of Networking and Switching Technology,Beijing University of Posts and Telecommunications,Beijing 100876,China;2.School of Information and Communication Engineering,Beijing University of Posts and Telecommunications,Beijing 100876,China);Large-Time Scale Network Traffic Short-Term Prediction by Grey Model[J];Journal of Beijing University of Posts and Telecommunications;2010-01
China Proceedings of conference Full-text Database 4 Hits
1 GUI Xiao-lin, XU Xiang-yang Automation Department of Beijing Institute of Technoligy, Beijing, 100081;Network Traffic Prediction by Elman Neural Network[A];[C];2005
2 YU Guo-rong XIA Zi-qiang (State key Laboratory of Hydrology-Water Resources and Hydraulic Engineering,Hohai University;College of Water Resources and Environment,Hohai University,Nanjing 210098,China);The prediction model of chaotic series based on support vector machine and its applica tion to runoff[A];[C];2007
3 Li Linfeng Qiu Zhengding (Institute of Information Science, Beijing Jiaotong University, 100044);On Study of the Application of Time Series Analysis in Network Traffic Prediction[A];[C];2005
4 XU Baohua,LI Hongru,YE Peng Mechanical Engineering College,Shijiazhuang,Hebei,China,050003;Research on Fault Prognosis for Hoist Pump in Some Weapon Launcher[A];[C];2009
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 LI Min,XU Jinwu,YANG Jianhong,YANG Debin School of Mechanical Engineering,University of Science and Technology Beijing,Beijing 100083,China;Prediction for chaotic time series based on phase reconstruction of multivariate time series[J];Journal of University of Science and Technology Beijing;2008-02
2 Qin Yongkuan,Huang Shengxiang and Zhao Qing(School of Geodesy and Geomatics,Wuhan University,Wuhan 430079);PREDICTION MODEL OF CHAOTIC TIME SERIES BASED ON WAVELET DE-NOISING AND LS-SVM AND ITS APPLICATION[J];Journal of Geodesy and Geodynamics;2008-06
3 Wang Haiyan 1 Sheng Zhaohan 2 Zhang Jin 3 ( 1College of Economics and Management, Southeast University, Nanjing 210096, China) ( 2Graduate School of Management Science and Engineering, Nanjing University, Nanjing 210093, China) ( 3Department of Finance, Nanjing Audit Institute, Nanjing 210029, China);Phase space reconstruction of complex systems based on multivariate time series[J];Journal of Southeast University (Natural Science Edition);2003-01
4 GUO Ri-cai1,XU Zi-zhi1,XU Xin-qian2(1.Department of Construction,State Grid Corporation of China,Xicheng District,Beijing 100031,China;2.Jiangsu Electric Power Design Institute,Nanjing 210036,Jiangsu Province,China);Research and Application of Typical Design for 220kV and 110kV Substations[J];Power System Technology;2007-06
5 Wang Chengshan Yang Jun Zhang Chongjian School of Electrical Engineering and Energy, Tianjin University Tianjin, 300072 China;APPLICATION OF GREY SYSTEM THEORY IN CITY ELECTRICITY DEMAND FORECASTING[J];POWER SYSTEM TECHNOLOGY;1999-02
6 Xiang Xiaodong(School of Management,Fuzhou University,Fuzhou 350002,China);Generalization and application in time series forecasting of the least square support vector machine method[J];Engineering Sciences;2008-11
7 ;Construction cost management present situation,reason analysis and suggestion in the construction stage of power transformer projects[J];Electric Power Standardization & Construction Cost Control Information;2008-01
8 YAN Gen-ting1,2, MA Guang-fu1, XIAO Yu-zhi2(1. Dept. of Control Science and Engineering, Harbin Institute of Technology, Harbin 150001,China;2. Shanghai Institute of Aerospace System Engineering, Shanghai 201108, China);Support vector machines based on hybrid kernel function[J];Journal of Harbin Institute of Technology;2007-11
9 WANG Zhi-hua,FU Hui-min(Institute of Solid Mechanics,Beijing University of Aeronautics and Astronautics,Beijing100083,China);Prediction Method for Generalized Time-Varying ARMA Series[J];Journal of Aerospace Power;2005-05
10 ZHU Jia-yuan~1, YANG Yun~2, ZHANG Heng-xi~1, WANG Zhuo-jian~1 (1. Department of Aircraft and Engine Engineering, Air Force Engineering University, Xi′an710038, China)(2. Department of System Engineering, Beijing University of Aeronautics and Astronautics, Beijing100083, China);Data Prediction with Few Observations Based on Optimized Least Squares Support Vector Machines[J];Acta Aeronautica Et Astronautica Sinica;2004-06
【Secondary References】
Chinese Journal Full-text Database 1 Hits
1 ZHOU De-qiang (School of Information and Mathematics,Yangtze University,Jingzhou 434023,Hubei Province,China);Application of Improved Gray Verhulst Model in Middle and Long Term Load Forecasting[J];Power System Technology;2009-18
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Wei da,ZHANG Li,JIAO Li cheng (National Key Lab.for Radar Signal Processing,Xidian University,Xi'an 710071,China);An Analysis of SVMs Generalization Performance[J];Acta Electronica Sinica;2001-05
2 Wenya Qi,Shixin Cheng (National Mobile Communicatons Research Lab.,Southeast University ZIP:210096);A New Flow Control Scheme for Wide Area ATM Networks Using Fuzzy Predictions[J];ACTA ELECTRONICA SINICA;1999-01
3 Liu Jiakun Jin Zhigang Xue Fei Shu Yantai (Tianjin University, Tianjin 300072, China);TRAFFIC PREDICTION AND ITS APPLICATION USING FARIMA MODELS[J];Journal of Electronics and Information Technology;2001-04
4 LUO Yan~(1,2), WANG Ji-feng~2, CAO Chang-xiu~1(1. College of Automation Chongqing University,Chongqing 400065,China; 2. Chongqing University of Posts and Telecommunications,Chongqing 400030,China);A Prediction of Network Traffic Flow Based on Lyapunov Exponent[J];Journal of Chongqing University(Natural Science Edition);2004-05
5 WEI Xun-kai~1,LI Ying-hong~1,WANG Shuo~2, LU Jian-ming~1,WANG Cheng~1 (1.Air Force engineering university,Xi'an710038,China; 2.He-Shan Industrial Estate of Ji Mo,Qingdao266217,China);Aeroengine Lubrication Monitoring Analysis Via Support Vector Machines[J];Journal of Aerospace Power;2004-03
6 Teng Yueyang Tang Huanwen Zhang Haixia(Department of Application Mathematics,Dalian University of Technology,Dalian 116024);A New Algorithm to Incremental Learning with Support Vector Machine[J];Computer Engineering and Applications;2004-36
7 Zhang Yurui Chen Jianbo(College of Information Security Engineering,Shanghai Jiaotong University,Shanghai200030);Time Series Prediction Based on RBF Neural Network[J];Computer Engineering and Applications;2005-11
8 LE Qinghong1,2, GAO Xinghai1, HAO Jun1, ZHU Mingquan2(1. Flight Automatic Control Research Institute, Xi'an, 710065;2. School of Mechatronic Eng., Northwestern Polytechnic University, Xi'an 710072);A New Neural Network Adaptable to Pattern Recognition[J];Computer Engineering;2004-17
9 Lu Jinjun~(1,2),Wang Zhiquan~1(1.School of Automation,Nanjing University of Science and Technology,Nanjing, 210094,China;2.Center of Education and Technology,Nantong Vocational College,Nantong,226007,China);Prediction of Network Traffic Flow Based on Chaos Characteristics[J];Journal of Nanjing University of Aeronautics & Astronautics;2006-02
10 XIAO Rong, WANG Ji-cheng, SUN Zheng-xing, ZHANG Fu-yan(State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210093, China);=(Institute of Multimedia Computing Technology, Nanjing University, Nanjing 210093, China);An Incremental SVM Learning Algorithm α-ISVM[J];Journal of Software;2001-12
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved