Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Science Technology and Engineering》 2007-15
Add to Favorite Get Latest Update

Application of LS-SVM in Predicting Condition Monitoring Data

XU Bao-hua,LI Hong-ru,BAI Hai-feng1(Department of Missile Engineering,Ordnance Engineering College,Shijiazhuang 050003,P.R.China;Department of Ammunition and Missile,Wuhan Ordnance N.C.O.Academy1,Wuhan 430075,P.R.China)  
The basal principle of least squares support vector machine(LS-SVM)regression algorithm is introduced,and the condition monitoring data of a certain radar permatron in MATLAB6.5 and LS-SVM toolbox are predicted.
【CateGory Index】: TP277
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 3 Hits
1 WANG Xu-ping, CHEN Xiao-hu, WANG Han-gong, ZHOU Yong-tao(Staff Room 501 of the Second Artillery Engineering College, Xi’an 710025, China);Valve Train Fault Diagnosis Based on LS-SVM and Wavelet Packet[J];Mechanical & Electrical Engineering Technology;2009-05
2 CHEN Xiongzi, YU Jinsong, TANG Diyin, WANG Yingxun School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China;A Novel PF-LSSVR-based Framework for Failure Prognosis of Nonlinear Systems with Time-varying Parameters[J];中国航空学报(英文版);2012-05
3 DAI Lin-chao,WU Lin-li,ZHAO Hai-na,LI Xun-ming (School of Electrical Engineering,Hohai University,Nanjing 210098,China);Error prediction based on least squares support vector machines[J];Journal of Central South University(Science and Technology);2009-S1
China Proceedings of conference Full-text Database 1 Hits
1 DAI Lin-chao,WU Lin-li,ZHAO Hai-na,LI Xun-ming (School of Electrical Engineering,Hohai University,Nanjing 210098,China);Error prediction based on least squares support vector machines[A];[C];2009
【Citations】
Chinese Journal Full-text Database 2 Hits
1 Liang Ping~1 Fan Li-li~1 Long Xin-feng~2(1.College of Electric Power,South China Univ.of Tech.,Guangzhou 510640,Guangdong,China;2.College of Chemical and Energy Engineering,South China Univ.of Tech.,Guangzhou 510640,Guangdong,China);Application of Nonlinear Models to Forecast Vibration Faults of Turbo-Generator Unit[J];Journal of South China University of Technology(Natural Science Edition);2006-06
2 CHEN Wei~1, HU Chang-hua~1, CAO Xiao-ping~2, FAN Hong-dong~1, FANG Hua-yuan~1 (1. 302Unit, The Second Artillery Engineering Institute, Xi'an 710025, China; 2. Mechatronics and Automation School of National University of Technology, Changsha 710073, China);Gyroscopic Drift Forecasting on Least Squares Support Vector Machine[J];Journal of Astronautics;2006-01
【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 MA Chenguang,HU Changhua,LUO Gongchun,ZHENG Jianfei (The Second Artillery Engineering Institute,Xi'an 710025,China);Application of Rough Set and Support Vector Machine in Complex Circuit System Diagnosis[J];Electronics Optics & Control;2009-03
3 DI Ya-zhou1,QIN Yong-yuan1,LI Fu-rong2,YU Jian-li2(1.School of Automation,Northwestern Ploytechnical University,Xi'an 710072,China;2.Qingdao Branch,Naval Aeronautical Engineering Academy,Qingdao 266041,China);Application Research of LS-SVM for Improving Accuracy of Altitude Measurement System[J];Measurement & Control Technology;2008-09
4 HAO Xiao-dong WANG Feng;Methodology Research on Virbration State Forecasting of Turbine Unit Based on Chaos Theory[J];Northeast Electric Power Technology;2009-08
5 HU Chang-hua,SI Xiao-sheng,SHI Xiao-hua(Unit 302,Xi'an Institute of Hi-Tech,Xi'an 710025,China);Gyroscopic drift combination forecasting model based on evidential reasoning[J];Control and Decision;2009-02
6 ZHAO Hong-shan1, HU Qing-chun2, LI Zhi-wei1 (1. School of Electrical and Electronic Engineering, North China Electric Power University, Baoding 071003, China; 2. Shenzhen Power Bureau, Shenzhen 518000, China);Failure prediction of wind turbine gearbox based on statistical process control[J];Power System Protection and Control;2012-13
7 SONG Zhiyu(School of Civil and Hydraulic Eng.,Dalian Univ.of Tech.,Dalian 116023,China) LI Junjie;Research on Dam Displacement Forecasting Model Based on Least Squares Support Vector Machine[J];Water Resources and Power;2006-06
8 HAN Dong,XU Bao-hua(Department of Missile Engineering,Ordnance Engineering College,Shijiazhuang 050003,China);Fault prognostics for motor device based on support vector machines[J];Computer Engineering and Design;2011-01
9 ZHANG Zhen-zhen,LI Zhi-lu,WANG Ke,LI Bo(Xi'an University of Technology,Xi'an 710048,China);Application of LSSVM to Seepage Monitoring of Dam[J];Advances of Power System & Hydroelectric Engineering;2008-02
10 FU Zhong-guang,LI Yu-chun,LUAN Dong-cun(School of Energy,Power and Mechanical Engineering,North China Electric Power University,Beijing,102206,China);A Hybrid Model for Rotor Vibration Online Forecasting[J];Turbine Technology;2012-04
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 FU Sheng LI Hai-tao ZHU Quan (College of Mechanical Engineering and Applied Electronics Technology,Beijing University of Technology,Beijing 100022,China);A Fault Early Warning and Software Development of the Main Ventilator in Mine[J];Journal of Beijing University of Technology;2007-08
2 FENG Jiang-tao(Engineering College of Shanxi University,Taiyuan 030013,China);DDE Communication Design of Kingview and MATLAB[J];Journal of Electric Power;2006-03
3 WANG Yi, FENG Xiao-Yun(College of Electrical Engineering, Southwest Jiaotong University, Chengdu 610031, China);Electric locomotive fault diagnosis expert system based on Fault Tree[J];Electric Locomotives & Mass Transit Vehicles;2004-06
4 ZHANG Ai-ping,WAN Rui-jun(Northeast China Institute of Electric Power Engineering,Jilin132012);Cable fault on-line monitoring and fire pre-warning system based on digital temperature sensor[J];Electric Power Automation Equipment;2003-10
5 MA Yi-yuan (Lanzhou Petrochemical Plant,Lanzhou730060,China);Application of VVVF technology in general industry[J];Electrical Drive Automation;2004-02
6 Wu Jiewen1 Yang Jianguo1 Zhao Shimin2(1.Donghua University,Shanghai 201620;2.Shanghai Shentong Rail Transit Research and ConsultantCo.,Ltd.,Shanghai 201103);Application of Intelligent Early-warning Technology in Monitoring System of Metro Station Equipment[J];Urban Rapid Rail Transit;2008-03
7 GAO Xue 1,JIN Lian wen 1,YIN Jun xun 1,HUANG Jian cheng 2(1 Dept.of Electronics and Communication Engineering,South China University of Technology,Guangzhou,Guangdong 51064,China; 2 Motorola China Research Center,Shanghai 200002,China);A New SVM-Based Handwritten Chinese Character Recognition Method[J];Acta Electronica Sinica;2002-05
8 Li Zhibin Department of Mechanical and Electrical Engineering Shenzhen Polytechnic Shenzhen 518055;Research on the Application of fuzzy data Fusion to Cable Fire Detecting System[J];Electronics Quality;2004-05
9 ;Application of Numerical Analysis in Gas Emission Prediction in Virgin Zone of a Mine[J];Mining Safety & Environmental Protection;2004-01
10 ZHAO Qingjie YANG Songhua SHI Zhanbiao (Northeastern University);CHANGE IN REACTIVITY OF GRANULAR COAL INJECTED IN ROTARY KILN AT DISCHARGE END AND ITS EFFECT ON ORE REDUCTION[J];Iron & Steel;1997-07
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 MA Shuo1,JIAO Xian-wei1,TIAN Ke-wen1,LV Shi-le1, ZHAO Yang1,ZHENG Shan-jun2(1.The PLA 72465,Jinan 250022,China;2.The PLA 72428,Wengdeng 264419,China);The Development and Classification of Failure Prediction Technology[J];Journal of Sichuan Ordnance;2013-02
2 XU Yun-zhi, FANG Lei, ZHANG Jian-wen (School of Information & Electrical Engineering, China University of Mine and Technology, Xuzhou 221116, China);Motor fault identification based on least squares support vector machine[J];Power System Protection and Control;2012-14
3 CHEN Xiongzi, YU Jinsong, TANG Diyin, WANG Yingxun School of Automation Science and Electrical Engineering, Beihang University, Beijing 100191, China;A Novel PF-LSSVR-based Framework for Failure Prognosis of Nonlinear Systems with Time-varying Parameters[J];中国航空学报(英文版);2012-05
4 WANG Jiu-chong1,2,FAN Xiao-guang1,SHENG Sheng1,HUANG Lei1(1.Aeronautics and Astronautics Engineering College,Air Force Engineering University, Xi′an 710038,China;2.Unit 93868,Yinchuan 750025,China);Improved Artificial Bee Colony LS-SVM Fault Prediction[J];Journal of Air Force Engineering University(Natural Science Edition);2013-01
5 XU Yun-zhi,FANG Yong-li,ZHANG Xiao(School of Information and Electrical Engineering,China University of Mining and Technology,Xuzhou 221116,China);The motor fault diagnosis of turn-to-turn short circuit based on LS-SVM and energy spectrum analysis[J];Journal of North China Electric Power University(Natural Science Edition);2013-02
6 SHI Ran;ZHANG Su-fen;Shijiazhuang Information Engineering Vocational College;;Fault Prediction Research of Coal Mine Mechanical Based on SVM[J];Coal Mine Machinery;2013-09
7 HAO Shun-yi;XIA Qi;HUANG Guo-rong;LIU Shi-yi;ZHA Zhong-xiang;College of Aeronautics and Astronautics Engineering,Air Force Engineering University,AFEU;Unit 71901;Guilin Senior Skilled Workers School;;Fault Detection Algorithm Based on Local Weighted LS-SVM for ADS Integrated Navigation System[J];Journal of Air Force Engineering University(Natural Science Edition);2015-02
8 HAN Dong,XU Bao-hua(Department of Missile Engineering,Ordnance Engineering College,Shijiazhuang 050003,China);Fault prognostics for motor device based on support vector machines[J];Computer Engineering and Design;2011-01
9 Xu Yunzhi,Fang Lei,Tan Fenglei,Qi Hui,Ge Yao(School of Information and Electrical Engineering,CUMT,Xuzhou 221116,China);Diagnosis of vibration fault for asynchronous motors based on LS-SVM[J];Experimental Technology and Management;2012-05
10 LI Dong;LI Ben-wei;ZHAO Kai;ZHANG Yun;SONG Yan;Graduate Students' Brigade,Naval Aeronautical and Astronautical University;Department of Aircraft Engineering,Naval Aeronautical and Astronautical University;Department of Basic Experiment,Naval Aeronautical and Astronautical University;;Combined Prediction of Aero-Engine Performance Index Based on Singular Value Trend Decomposition and LS-SVR[J];Journal of Propulsion Technology;2013-10
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Li Yong Tain Zhineng* Li Yanfen Ye Rongxue** (Department of Thermal Power Engineering,Northeast China Institute of Electric Power Engineering,Jilin City,132012) (*Computation Centre,Northeast China Institute of Electric Power Engineering,Jilin C;Analysis,Comparison and Application of Predictive Models for Faults of Turbogenerator Set[J];JOURNAL OF NORTHEAST CHINA INSTITUTE OF ELECTRIC POWER ENGINEERING;1996-03
2 Tang Lichun Li Guangxi Xiong Manli (Wuhan University of Hydraulic & Electric Engineering,Wuhan,China,430072);POWER SYSTEM LOAD FORECASTING BASED ON THE FRACTAL[J];PROCEEDINGS OF THE CSU-EPSA;1999-04
3 PAN Ji-bin 1,2 (1.Department of Mathematics,Hubei Normal University,Huangshi 435002,China; 2.Lab.for Information Engineering in Surveying Mapping and Remote Sensing,Wuan 430072,China);Support vector machine estimate method to regression function[J];Journal of Hubei Normal University(Natural Science);2003-04
4 LIU Han,LIU Ding,ZHENG Gang,LIANG Yanming and SONG Nianlong (School of Automation and Information Engineering,Xi'an University of Technology,Xi'an 710048,Shaanxi,China);NATURAL GAS LOAD FORECASTING BASED ON LEAST SQUARES SUPPORT VECTOR MACHINE[J];Journal of Chemical Industry and Engineering(China);2004-05
5 Wu Geng-shen~1Liang Ping~1Long Xin-feng~2(1. College of Electric Power, South China Univ. of Tech., Guangzhou 510640, Guangdong, China;2. Key Laboratory of Enhanced Heat Transfer and Energy Conservation of the Ministry of Education, South China Univ. of Tech., Guangzhou 510640, Guangdong, China);Forecasting of Vibration Fault Series of Stream Turbine Rotor Based on ARMA[J];Journal of South China University of Technology(Natural Science);2005-07
6 LIU Bin~(1,2), SU Hong-ye~1, CHU Jian~1(1.National Laboratory of Industrial Control Technology, Institute of Advanced Process Control, Zhejiang (University,) Hangzhou 310027, China; 2.College of Information Science and Engineering, Wuhan University of (Science) and Technology, Wuhan 430081, China.);Predictive control algorithm based on least squares support (vector) machines[J];Control and Decision;2004-12
7 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
8 LUO Gong-liang (Automation Research and Design Institute of Metallurgical Industry, Beijing 100071, China);From neural networks to support vector machines(A)[J];Metallurgical Industry Automation;2001-05
9 LI Tian yun, LIU Zi fa (Northeast Institute of Electric Power Engineering,Jilin 132012,China);THE CHAOTIC PROPERTY OF POWER LOAD AND ITS FORECASTING[J];Proceedings of the Csee;2000-11
10 CHEN Chang-zheng, LI Qing, LIU Yi-fang, WANG Ya-guang (Diagnosis and Control Center, Shenyang University of Technology, Shenyang 110023, China);INTELLIGENT FAULT DIAGNOSIS METHOD FOR TURBO-GENERATOR UNIT[J];Proceedings of the Csee;2002-05
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved