Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Nanjing University of Technology(Natural Science Edition)》 2007-03
Add to Favorite Get Latest Update

Modeling method based on support vector machine and its application

CUI Yong-chao,ZHANG Shi,WANG Yong-hua(College of Automation,Nanjing University of Technology,Nanjing 210009,China)  
Using a soft-sensing modeling method on Least Square SVM(LS-SVM),the soft-sensing models of the butadiene distillation column were established by using the practical industry data.The method based on SVM has advantages better than BP neural network and other methods.The effective result indicates that the proposed method is powerful for modeling.
【CateGory Index】: TP274
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 2 Hits
1 DOU Wei1,ZHANG Shi1,BO Cui-mei1,JIANG Nan21.College of Automation,Nanjing University of Technology,Nanjing 210009,China 2.Xi'an Municiple Environmental Protection Research Institute,Xi'an 710054,China;Data pre-processing for soft-sensor modeling in chemical process using wavelet transform[J];Computer Engineering and Applications;2009-14
2 Wang Jingfang,Liao Yifan(Depart.of Electric Engineering of Hunan College of International Economics,Changsha,410205,China);Soft Sensor of the Solidifying Point of Catalytic Cracking Light Cycle Oil Based on the Support Vector Machines[J];Automation in Petro-Chemical Industry;2008-02
Chinese Journal Full-text Database 3 Hits
1 TAO Xiu-feng~1,TANG Shi-zhong~1,ZHOU Ming-zheng~2 (1.Dept.of Elec., Anhui University of Technology and Science, Wuhu 241000, China; 2.Dept. of Comp. Sci. & Engn., Anhui University of Technology and Science ,Wuhu 241000,China);A model and application of soft-sensor based on support vector machine[J];Journal of Anhui University of Technology and Science;2004-02
2 TAN Chao(Dept of Chem and Chem Engin,Yibin University,Yibin 644007,China);Soft-measurement technique and applications based on support vector machine[J];Journal of Transducer Technology;2005-08
3 BO Cui-mei, ZHANG Shi, LI Jun, LIN Jin-guo (College of Automation, Nanjing University of Technology, Nanjing, Jiangsu 210009, China);Application of the Soft-sensing Technique Based on Neural Network to a Distillation Column[J];The Chinese Journal of Process Engineering;2003-04
Chinese Journal Full-text Database 10 Hits
1 YANG Li-jun(College of Electric Engineering,Yanshan University,Qinhuangdao HeBei.066004,China);Prediction of Reference Phase Angle in the Electric Power System Based on LS-SVM[J];Journal of Transcluction Technology;2005-03
2 SHENG Shou-zhao, WANG Dao-bo, WANG Zhi-sheng, HUANG Xiang-hua(Coll of Automation Engin,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Research on soft-sensor model selection based on subspace information quantity criterion[J];Journal of Transducer Technology;2004-08
3 FAN Qian1,2,ZHANG Ning3(1.Research Center for Hazard Monitoring and Prevention,Wuhan University,Wuhan430079,China;2.School of Geodesy and Geomatics,Wuhan University,Wuhan430079,China;3.Departm ent of Physics and Electronic Information Engineering,Minjing University,Fuzhou 350108,China);Least squares support vector machine method of area quasi-geoid determination[J];Engineering of Surveying and Mapping;2008-05
4 CHANG Yu-qing~(1,2),WANG Fu-li~2,WANG Xiao-gang~2,L Zhe~2(1.Key Laboratory of Process Industry Automation of MOE & Liaoning Province,Northeastern University,Shenyang 110004,China;2.School of Information Science & Engineering,Northeastern University,Shenyang 110004,China.);Soft Sensing Modeling Based on Support Vector Machines for Fermentation Process[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2005-11
5 LIU Ding-ping,CHEN Min-sheng,LU Ji-dong (South China University of Technology,Guangzhou 510640,China);Optimized control system design for high efficiency and low emission combustion of power plant boiler[J];Electric Power Automation Equipment;2006-05
6 LIU Ding-ping,XIAO Wei-ran(School of Electric Power,South China University of Science and Technology, Guangzhou 510640,China);Optimizing Control of Pulverizing System Based on Least Square Supported Vector Machine and Hybrid Genetic Algorithms[J];Journal of Power Engineering;2007-05
7 Jia Jianming Yan Peng (Dept.of Mechanical and Electrical Engineering,Changzhou College of Information Technology,Changzhou 213164);Online ENDT for hardness of iron and steel parts based on online LS-SVM[J];Electronic Measurement Technology;2009-03
8 Li Jian,Chen Dezhao~*,Cheng Zhong,Ye Ziqing(Department of Chemical Engineering,Zhejiang University,Hangzhou 310027);Error-based Nonlinear Partial Least Squares Method Embedded Least Squares Support Vector Machine and Its Application to Qantitative Structure-Activity Relationships[J];Chinese Journal of Analytical Chemistry;2006-02
9 RAO Su-bo(Guangdong Yudean Group Co.,Ltd.,Guangzhou 510630,China);Multiobjective evolutionary algorithm applied in design of combustion optimization control system of utility boilers[J];Guangdong Electric Power;2006-04
10 LU Chun-yan,LI Wei,LIU Wei-rong(College of Electrical and Information Engineering,Lanzhou Univ.of Tech.,Lanzhou 730050,China);Model of prediction of flow rate of alumina powder based on PSO-LSSVM[J];Journal of Lanzhou University of Technology;2009-03
Chinese Journal Full-text Database 10 Hits
1 TAN Chao(Dept of Chem and Chem Engin,Yibin University,Yibin 644007,China);Soft-measurement technique and applications based on support vector machine[J];Journal of Transducer Technology;2005-08
2 LI Zhi-ming 1 , KONG Ling-fu 1 (1. College of Information Science and Engineering, Yanshan Univesity, Qinhuangdao, Hebei 066004, China);Application of soft sensor based on SVM on estimation of water cut of crude oil[J];Journal of Yanshan University;2006-04
3 YANG Kun,XIE Shou-sheng,XIE Feng(The Engineering Institute,AFEU,Xi'an 710038,China);Optimum acceleration performance seeking control of aeroengine based on SQP[J];Electronics Optics & Control;2007-01
4 ZHANG Chunfa, CAO Hongtao, LI Xiaojin, ZHAO Ning(North China Electric Power University, Baoding 071003, China);Research on Energy-saving and Optimization Control of Power Units[J];Electric Power Science and Engineering;2003-02
5 ZHANG Xiao-ling, HUANG Shu-hong, ZHANG Yan-ping, WANG Lei (Energy & Power Engineering Department of Huazhong University of Science and Technology, Wuhan 430074, China);Application of Optimization Technology in SIS of Power Plant for Unit Connection Generator[J];Electrical Equipment;2003-05
6 KONG Liang, ZHANG Yi,DING Yanjun,WU Zhansong(Key Laboratory for Thermal Science and Power Engineering,Ministry of Education of China,Tsinghua University,Beijing 100084,China);A Review of Control Technologies of Combustion Optimization in Utility Boilers[J];Electrical Equipment;2006-02
7 ZHOU Jing, CHEN Yun-ping, ZHOU Ce, LIANG Jin(Wuhan University, Wuhan 430072, China) (State Grid Corporation of China,Beijing 100031, China) (The Electric Power Corporation, Beijing 100031, China);The Application of De-noise Based on Compromise Algorithm Between Soft-thresholding and Hard-thresholding of Wavelet Coefficient for Fault Location[J];Automation of Electric Power Systems;2005-01
8 CHEN Qiang WANG Pei-hong LI Lin FENG Ze-lei (Southeast University,Nanjing 210096,China);Algorithm of On-line Soft Sensors Model of Carbon Content of Fly Ash in Coal-fired Boiler[J];Automation of Electric Power Systems;2005-02
9 ZHOUHao1,ZHU Hongbo2,CEN Kefa1Institute of Thermal Power Engrg., Zhejiang Univ., Hangzhou 310027, China; 2. Guangdong Electric Power Group Corporation, Guangzhou 510600, China);An On-Line Boiler Operating Optimization System Based on the Neural Network and the Genetic Algorithms[J];Power Engineering;2003-05
10 WEI Hui~1,LU Fang,LUO Yong-hao,JIANG Xin-jun(The Thermal Power Engineering Research Institute,Shanghai Jiaotong University,Shanghai 200240);Research on Operation Strategy on Reducing NO_x Emissions and Improving Efficiency of Coal-fired Boiler[J];Journal of Power Engineering;2008-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Ming-zheng (Dept. of Comp. Sci. & Engn., Anhui Institute of Mechanical & Electrical Engineering, Wuhu 241000, China);The research of curve fitting method based on genetic algorithm[J];JOURNAL OF ANHUI INSTITUTE OF MECHANICAL AND ELECTRICAL ENGINEERING;2000-03
2 Yi Ling-zhi, Zhu Jian-lin, Zhang Lin-ting, LI Wei-ping (College of Information Engineering, Xingtan University, Xingtan 411105, China);Engineering Design of Soft Measurement[J];Ordnace Industry Automation;2002-06
3 YANG Xiou ping;Analysis and comparisons of the two methods of software develop[J];Journal of Changsha University;2001-02
4 YANG Xiao hong 1, ZHU Qing sheng 2 (1 Computer Division & Physics Department,Chongqing Normal University,Chongqing 40000,China; 2 Computer Science,Chongqing University,Chongqing 400044,China);Component Object Programming and Component Standard[J];Journal of Chongqing University(Natural Science Edition);2001-06
5 SHANG Changjun,CHEN Xi,QIAN Jixin (Institute of System Engineering,Zhejiang University,ZhejiangHangzhou 310027,China);A soft-sensing model built for acetic acid distillation columns based on the PCA-BP neural network[J];Industrial Instrumentation & Automation;2003-04
6 Zhong Xuan;Wang Shuqing(State Key Lab of Industrial Control Technology,Zhejiang University,Hangzhou 310027);ON-LINE SOFT SENSING FOR END POINT OF NAPHTHA BASED ON NEURAL NETWORK[J];Journal of Chemical Industry and Engineering(China);1998-02
7 LIU Rui lan,SU Hong ye,CHU Jian (National Key Laboratory of Industrial Control Technology,Institute of Advanced Process Control,Zhejiang University,Hangzhou,Zhejiang 310027,China);Application of Soft Sensing Method Based on PLS Regression for Estimating the Stabilizing Oil Components of Catalytic Reform Reactor[J];Control and Instruments In Chemical Industry;2002-05
8 Wang Xudong Shao Huihe (Automation Research Institute of Shanghai Jiao Tong University,Shanghai,200030);Analysis and Solution of the Case Based Modeling Problem[J];CONTROL AND INSTRUMENTS IN CHEMICAL INDUSTRY;1997-01
9 Li Hongjun Qin Yongsheng Xu Yongmao (Department of Automation,Tsinghua University,Beijing,100084);Data Reconcilliation and Gross Error Detection in Chemical Process[J];CONTROL AND INSTRUMENTS IN CHEMICAL INDUSTRY;1997-02
10 RONG Gang,JIN Xiaoming,WANG Shuqing (National key lab.of Industrial Control Tech.,Zhejiang University,Hangzhou 310027,China);Advanced Control Technique and Its Application()Softmeasuring Technique and Its Application[J];CONTROL AND INSTRUMENTS IN CHEMICAL INDUSTRY;1999-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved