Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Control and Instruments In Chemical Industry》 2004-05
Add to Favorite Get Latest Update

Application of Statistical Learning Theory and Support Vector Machines in Process Control

WANG Hua-zhong,YU Jin-shou(Research Institute of Automation,East China University of Science and Technology,Shanghai 200237,China)  
The main contents of statistical learning theory(SLT) and support vector machines(SVMs) and current researches are introduced.The merits of SVMs for application in process control are pointed out after comparing it with feedforward neural networks which are used widely.The techniques and methods of using SVMs in process control and future research areas are suggested.
【CateGory Index】: TP273
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 7 Hits
1 ZHANG-Zhi ZHU Qi-dan YAN Yong-jie (Automation College,Harbin Engineering University,Harbin 150001,China);The Study of Nonlinear System Identification Based on V-Support Vector Machine and E-Support Vector Machine[J];Journal of Projectiles,Rockets,Missiles and Guidance;2006-S1
2 ZHANG-Zhi,ZHU Qi-dan,XING Zhuo-yi(College of Automation,Harbin Engineering University,Harbin Heilongjiang 150001,China);The Simulation of Large Scale Regression and System Identification Problems Based on Support Vector Machine[J];Computer Simulation;2006-09
3 CHEN Jin-feng,YANG Hui-zhong(School of Communication and Engineering,Jiangnan University,Wuxi 214122,China);Application of Mixture Kernels SVM in Chemical Industry Soft Sensing[J];Control and Instruments in Chemical Industry;2008-02
4 GENG Zhi-qiang,ZHU Qun-xiong(School of Information Science and Technology,Beijing University of Chemical Technology,Beijing 100029,China);Dynamic Kernel Clustering Algorithm and Its Application in Optimal Pattern Recognition of Ethylene Production[J];Control and Instruments In Chemical Industry;2005-02
5 LU Rong-xiu;The Support Vector Machine(SVM) Technique and Its Application[J];Sci-Tech Information Development & Economy;2006-14
6 ZHU Qi-dan,ZHANG Zhi,XING Zhuo-yi(College of Automation,Harbin Engineering University,Harbin 150001,China);Improved SMO learning method of support vector machine[J];Journal of Harbin Engineering University;2007-02
7 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 6 Hits
1 ZHU Guo qiang 1,2 , LIU Shi rong 1* , YU Jin shou 2 (1.Research Institute of Electrical Engineering and Automation, Ningbo Universit y, Ningbo 315211, China; 2.Research Institute of Automation ECUST, Shanghai 20 0237, China);Support Vector Machine and Its Applications to Function Approximation[J];Journal of East China University of Science and Technology;2002-05
2 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
3 ZHANG Hao-ran,HAN Zheng-zhi,LI Chang-gang (Department of Automation,Shanghai Jiaotong University,Shanghai 200030,China);Support Vector Machine Based Nonlinear Model Predictive Control[J];Systems Engineering and Electronics;2003-03
4 LIU Jiang hua CHENG Jun shi CHEN Jia pin (Information Storage Research Center, Shanghai Jiaotong University, Shanghai 200030);SUPPORT VECTOR MACHINE TRAINING ALGORITHM: A REVIEW[J];Information and Control;2002-01
5 FENG Rui\ ZHANG Hao ran\ SHAO Hui he (Institute of Automation, Shanghai Jiaotong University,Shanghai\ 200030);SOFT SENSOR MODELING BASED ON SUPPORT VECTOR MACHINE[J];Information and Control;2002-06
6 ;Soft Sensor Modelling and Application Based on PCA-SVM[J];Process Automation Instrumentation;2004-02
Chinese Journal Full-text Database 10 Hits
1 ;μ分析在网络控制器设计中的应用[J];Industrial Control Computer;2005-03
2 LUO Xiao ping, WEI Wei (Department of Electrical Engineering,Zhejiang University, Hangzhou 310027, China);A new inverse kinematics of redundant manipulator based on fuzzy RBF neural network[J];Electronics Optics & Control;2002-03
3 LIN Ji-peng~1,LIU Jun-hua~1, LING Zhen-bao~2 (1.School of Electrical Engineering, Xi'an Jiaotong University, Xi'an 710049, China;2.College of Electronic Science and Engineering, Jilin University, Changchun 130026,China);Arithmetic based on PSVM and its applications[J];Journal of Changchun Post and Telecommunication Institute;2004-05
4 Chen Weinan Liang Jiansheng(Research Institute of Automation);Computer Simulation for Robotic Kinematics[J];Journal of Southeast University(Natural Science Edition);1992-02
5 WANG Jue1,SHI Chunyi2(1Institute of Automation,Chinese Academy of Sciences,Beijing 100080,China;2Department of Computer Science and Technology,Tsinghua University,Beijing 100084,China);INVESTIGATIONS ON MACHINE LEARNING[J];Journal of Guangxi Normal University(Natural Science);2003-02
6 BAI Lei-shi, YANG Hua;Fault Diagnosis of Diesel Engine Fuel System by Fuzzy Pattern Identification[J];Diesel Engine;2002-05
7 ZHOU You-hang~(1,2) ZOU Xiang-fu~2 HE Qing-hua~2 (1.College of Mechanical Engineering of Xiangtan University,Xiangtan 411105,China; 2.College of Mechanical and Electronical Engineering of Central South University,Changsha 410083,China);Study on Collision Detection of Multi-boom Robot's Joints[J];Chinese Journal of Construction Machinery;2003-01
8 LI Pan-chi, XIAO Hong, XU Shao-hua, LIU Xian-de ( Computer Science and Engineering College, Daqing Petroleum Institute, Daqing, Heilongjiang 163318, China );Application of support vector machine to pattern recognition[J];Journal of Daqing Petroleum Institute;2003-02
9 JIAO Li cheng,ZHANG Li,ZHOU Wei da(National Key Lab.for Radar Signal Processing,Xidian Univ.,Xi′an 710071,China);Pre-extracting Support Vectors for Support Vector Machine[J];Acta Electronica Sinica;2001-03
10 Xiong Yuansheng et al;The Analysis of Time Delay Properties of Network Control Systems Based on Ethernet[J];Industrial Control Computer;2004-05
【Secondary References】
Chinese Journal Full-text Database 4 Hits
1 YU Jing,WANG Weijun(College of Information Science and Technology,Chengdu University,Chengdu 610106,China);An Addtional Proving to the Relationship Between the Optimal Solutions to Dual Problem of C-SVM and v-SVM[J];Journal of Chengdu University(Natural Science Edition);2008-04
2 Geng Zhiqiang~1,Xia Lirong~2 and Zhu Qunxiong~1 (School of Information & Technology,Beijing University of Chemical Technology,Beijing,100029,China);Rough set-based fuzzy rules acquisition and its application of fault diagnosis in ethylene cracking[J];Computers and Applied Chemistry;2008-01
3 TIAN Jingwen1,2,WU Hao1,GAO Meijuan2(1.Beijing University of Chemical Technology,Beijing 100029,China;2.Beijing Union University,Beijing 100101,China);Fault Diagnosis of Train Roller Based on Support Vector Machine[J];Machine Tool & Hydraulics;2007-07
4 LIU Ming-hui,YANG Feng,WANG Lei,WU Hong(Insistitute of System Engineering,National University of Defense Technology,Changsha Hunan 410073,China);An Operational Effectiveness Exploratory Evaluation Method of Anti-ship Missile Based on Support Vector Regression[J];Computer Simulation;2009-08
【Secondary Citations】
Chinese Journal Full-text Database 9 Hits
1 TIAN Sheng Feng and HUANG Hou Kuan(Department of Computer Science and Technology, Northern Jiaotong University, Beijing 100044);DATABASE LEARNING ALGORITHMS BASED ON SUPPORT VECTOR MACHINE[J];JOURNAL OF COMPUTER RESEARCH AND DEVELOPMENT;2000-01
2 WANG Xudong and SHAO Huihe(Research Institute of Automatic Control .Shanghai Jiaotong University. Shanghai, 200030,PRC);Nonlinear System Modeling Using the Radial Basis Function Neural Networks[J];CONTROL THEORY & APPLICATIONS;1997-01
3 CHEN Hong 1, LIU Zhi yuan 2, XIE Xiao hua 1 (1.Department of Control Science and Engineering, Jilin University of Technology, Changchun 130025,China; 2.Department of Control Science and Engineering, Harbin Institute of Technology, Harbin 150001,Chi;Nonlinear Model Predictive Control: The State and Open Problems[J];Control and Decision;2001-04
4 Xu Min,Yu JinshouEast China University of Science and Technology,Shanghai,200237;SoftSensing Technique[J];AUTOMATION IN PETRO-CHEMICAL INDUSTRY;1998-02
5 JIN Xiao ming,WANG Shu qing,RONG GANG (National Dey lab.for Industrial Control,Zhejiang Univ.,Hangzhou 310027,China);Model Predictive Control and Its Application in Proces Industries[J];CONTROL AND INSTRUMENTS IN CHEMICAL INDUSTRY;1999-05
6 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
7 ZHONG Wei,YU Jin shou (Research Institute of Automation,East China Uni.of Science & Technology,Shanghai,200237,China);MIMO Soft Sensors for Estimating Product Quality of Hydrocracking Fractionator Based on RBFN[J];AUTOMATION IN PETRO-CHEMICAL INDUSTRY;1999-05
8 LU Zengxiang, LI Yanda Department of Automation, Tsinghua University, Beijing 100084, China;Interactive support vector machine learning algorithm and its application[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);1999-07
9 FENG Rui\ ZHANG Hao ran\ SHAO Hui he (Institute of Automation, Shanghai Jiaotong University,Shanghai\ 200030);SOFT SENSOR MODELING BASED ON SUPPORT VECTOR MACHINE[J];Information and Control;2002-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved