Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Chemical Industry and Engineering(China)》 2004-09
Add to Favorite Get Latest Update

DYNAMIC PRINCIPAL COMPONENT ANALYSIS METHOD FOR CHUNK MONITORING OF INDUSTRIAL FLUIDIZED-BED REACTOR

LIU Yuming,LIANG Jun and QIAN Jixin (National Laboratory of Industrial Control Technology,Institute of Systems Engineering, Zhejiang University, Hangzhou 310027, Zhejiang, China)  
Dynamic principal component analysis(DPCA) is an extension of conventional principal component analysis(PCA) for dealing with multivariate dynamic data serially correlated in time.Based on the fact that the measured variables in relation to chunk monitoring of the industrial fluidized-bed reactor are highly cross-correlated and auto-correlated, this paper presents a practical strategy for chunk monitoring by adopting DPCA in order to overcome the shortcomings of the conventional method.After introducing the basic principle of DPCA, both how to determine the time lagged length of data matrix and how to calculate the nonparametric control limits when the dynamic data are not subject to the assumption of independently identically distribution(IID) were discussed.An appropriate DPCA model based on the real data from a industrial fluidized-bed reactor was built, with parallel analysis and empirical reference distribution(ERD)method to select time lagged length and control limits, respectively.During data pretreatment, data smoothing was used to reduce noise and the serial correlations to some degree.The simulation test results showed the effectiveness of the DPCA based method.
【Fund】: 国家高技术研究发展计划资助 (No 863 5 11 92 0 0 11 No 2 0 0 1AA4112 3 0 )~~
【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 9 Hits
1 Yin Xueyan Liu Fei ( Institute of Automation,Jiangnan University,Wuxi 214122,China);Simplified process monitoring method based on dynamic factor analysis and its application[J];Journal of Southeast University(Natural Science Edition);2010-S1
2 Wang Jingyuan,Shao Zhijiang~*,Ji Peng,Yao Ketian and Chen Zhiqiang (Department of Control Science and Engineering,Zhejiang University,Hangzhou,310027,Zhejiang,China);On-line diagnosis of abnormal conditions of air separation process by dynamic PCA[J];Computers and Applied Chemistry;2010-01
3 Chen Ximing~(1,2) and Chen Dezhao~1 (1.Department of Chemical and Biochemical Engineering,Zhejiang University,Hangzhou,310027,Zhejiang,China; 2.Chemistry Department,Huaibei Coal Industry Normal College,Huaibei,235000,Anhui,China);Characterized material in the stirrer by acoustic emission signals based on multiscale analysis[J];Computers and Applied Chemistry;2010-02
4 SHEN Qian, LIU Yu-ming, LIANG Jun (Institute of Systems Engineering, Zhejiang University National Lab. of Industrial Control Technology, Zhejiang University, Hangzhou 310027, China);Dynamic PCA-based fault detection and diagnosis analysis[J];Manufacturing Automation;2005-06
5 Feng Dachun a,Lu Hong b(Zhongkai University of Agriculture and Technology,a.College of Computer Science and Engineering,b.College of Chemistry and Chemical Engineering,Guangzhou,510225,China);Application of Data-based Techniques for Petrochemical Industry Process[J];Automation in Petro-Chemical Industry;2010-06
6 LIAO Zuwei,CAO Yijia,LIU Wei,WANG Jingdai,YANG Yongrong(State Key Laboratory of Chemical Engineering,Zhejiang University,Hangzhou310027,China);DETECTION OF POLYPROPYLENE AGGLOMERATION IN HSBR BASED ON THE ANALYSIS OF ACOUSTIC EMISSION SIGNAL BY AUTO-REGRESSION MODEL[J];Acta Petrolei Sinica(Petroleum Processing Section);2010-05
7 ZHENG Jun-hua,WU Tie-jun(State Key Laboratory of Industrial Control Technology,Institute of Industrial Process Control,Zhejiang University,Hangzhou 310027,China);ICA-SVM-Based Modeling for Predicting Silicon Content in Blast Furnace Hot Metal[J];Information and Control;2008-02
8 Yang Min~1,Hu Bin~1,Fei Zhengshun~1,Zheng Pingyou~2,Liang Jun~1 (1.Department of Control Science and Engineering,State Key Laboratory of Industrial Control Technology, Zhejiang University,Hangzhou 310027,China;2.Sinopec Qilu Company,Zibo 255411,China);Soft-sensing research on the gas phase ethylene polymerization in fluidized bed reactor based on DPCA-RBF network[J];Chinese Journal of Scientific Instrument;2010-03
9 REN Cong-jing,WANG Jing-dai,YANG Yong-rong,CHEN Jie-xun(State Key Laboratory of Chemical Engineering,Department of Chemical and Biochemical Engineering,Zhejiang University,Hangzhou 310027,China);Detection of distributor dead-zone in gas-solid fluidized bed by acoustic emission method[J];Journal of Zhejiang University(Engineering Science);2009-03
【Citations】
Chinese Journal Full-text Database 1 Hits
1 ZHAO Guibing,YANG Yongrong and HOU Linxi (Department of Chemical Engineering and Biochemical Engineering, Zhejiang University, Hangzhou 310027,Zhejiang,China);MECHANISM OF ACOUSTIC EMISSIONS AND ITS APPLICATION ON DIAGNOSIS OF MALFUNCTION IN FLUIDIZATION[J];Journal of Chemical Industry and Engineering(China);2001-11
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 REN Congjing,CHEN Min,CAO Yijia,HUANG Zhengliang,WANG Jingdai,YANG Yongrong(State Key Laboratory of Chemical Engineering,Department of Chemical and Biochemical Engineering, Zhejiang University,Hangzhou 310027,Zhejiang,China);Application of passive acoustic emission measurement in chemical processes[J];Chemical Industry and Engineering Progress;2011-05
2 HOU Linxi,WANG Jingdai,YANG Yongrong,HU Xiaoping (Department of Chemical Engineering, Zhejiang University,Hangzh ou 310027,Zhejiang,China);Frequency analysis of acoustic emission and applicati on in gas-solid fluidized bed[J];Journal of Chemical Industry and Engineering(China);2005-08
3 WANG Jingdai,JIANG Binbo,YANG Yongrong,SHU Weijie (1Department of Chemical and Biochemical Engineering; 2State Key Laboratory of Chemical Engineering,Polymer Reaction Engineering Division,Zhejiang University, Hangzhou 310027, Zhejiang, China);Multi-scale analysis of acoustic emissions and malfunction diagnosis in gas-solid fluidized bed[J];Journal of Chemical Industry and Engineering(China);2006-07
4 CAO Yijia, WANG Jingdai, YANG Yongrong(State Key Laboratory of Chemical Engineering,Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027, Zhejiang, China);Multi-scale analysis of acoustic emissions and measurement of particle mass flowrate in pipeline[J];Journal of Chemical Industry and Engineering(China);2007-06
5 REN Congjing, WANG Jingdai, YANG Yongrong,JIANG Binbo(State Key Laboratory of Chemical Engineering, Department of Chemical and Biochemical Engineering, Zhejiang University, Hangzhou 310027,Zhejiang,China);Determination of flow regime by analysis of acoustic signals from impaction between particles and distributor[J];Journal of Chemical Industry and Engineering(China);2008-04
6 CAO Yijia1,2,LIU Wei1,2,WANG Jingdai1,2,YANG Yongrong1,2(1 State Key Laboratory of Chemical Engineering(Zhejiang University);2 Department of Chemical and Biochemical Engineering,Zhejiang University,Hangzhou 310027,Zhejiang,China);Malfunction diagnosis in horizontal stirred bed reactors based on attractor comparison analysis of acoustic emission signals[J];Journal of the Chemical Industry and Engineering Society of China;2009-03
7 GAO Qiang,HU Shu-liang,DONG Chao,AN Kang,DONG Hai-jie(Tianjin Complex System Control Theory and Applications Key Laboratory,School of Electrical Engineering,Tianjin University of Technology,Tianjin 300191,China);FPSO Fault Monitor and Diagnosis Based on Principal Components Analysis[J];Control and Instruments in Chemical Industry;2008-04
8 Wang Zhichun;Zhang Lei;Zhang Zhiqiang;Li Wentao;School of Information Engineering,Inner Mongolia University of Science and Technology;;Detection of Gas-solid Fluidized Bed Hood Fault Based on Acoustic Emission Testing[J];Computer Measurement & Control;2015-05
9 YU Xian-bo1,2,LIU Ye1,2,WANG Jing-dai1,2,YANG Yong-rong1,2,XIE Zai-ku3(1.State Key Laboratory of Chemical Engineering,Zhejiang University,Hangzhou 310027,China;2.Department of Chemical and Biochemical Engineering,Zhejiang University,Hangzhou 310027,China;3.Shanghai Research Institute of Petrochemical Technology,SINOPEC,Shanghai 201208,China);MULTI-SCALE ANALYSIS OF ACOUSTIC EMISSIONS AND DETECTION OF COKE IN FCC CATALYST[J];Acta Petrolei Sinica(Petroleum Processing Section);2008-05
10 WEI Geyi,ZHOU Yefeng,LIAO Zuwei,WANG Jingdai,YANG Yongrong(State Key Laboratory of Chemical Engineering,Department of Chemical and Biochemical Engineering, Zhejiang University,Hangzhou 310027,China);Detection of Particle Mass Flowrate in High-Speed Fluidization Based on Acoustic Emission Technology[J];Acta Petrolei Sinica(Petroleum Processing Section);2011-05
China Proceedings of conference Full-text Database 1 Hits
1 WU Zhi-quan SHEN Guo-qing AN Lian-suo (Key Laboratory of Condition Monitoring and Control for Power Plant Equipment(North China Electric Power University),Ministry of Education,Beijing 102206,China);Development and prospects for gas-solid flow measurement by acoustic technique[A];[C];2007
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 WANG Hui\|wen (Beijing University of Aeronautics and Astronautics,School of Management) LIU Qiang (Beijing University of Aeronautics and Astronautics,School of Mechanical Engineering and Automation)TU Yong\|ping (Beijing University of Aeronautics and;Identification of Optimal Subspace from PLS Regression[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;2000-04
2 Liu Hongmei Wang Shaoping Ouyang Pingchao (School of Automation Science and Electrical Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Fault diagnosis based on wavelet package and Elman neural network for a hydraulic pump[J];Journal of Beijing University of Aeronautics and Astronautics;2007-01
3 Zhang Jianhua\ \ Wang Zhanlin (Beijing University of Aeronautics and Astronautics,Dept.of Automatic Control);FAULT DIAGNOSIS BASED ON FUZZY NEURAL NETWORKS[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;1997-04
4 Yang Shangbao;Yang Tianjun; Dong Yicheng(Department of Metallurgy, USTB,Beijing 100083,PRC);Prediction Model of Si Content in Hot Metal Based on Nueral Networks[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1995-06
5 CHEN Ya-hua,JIANG Li-ying, GUO Ming, WANG Shu-qingAdvanced Process Control, Zhejiang University, Hangzhou 310027,China);Monitoring batch processes using multiway Fisher discriminnant analysis[J];Journal of Changchun Post and Telecommunication Institute;2004-04
6 LIANG JunInstitute of System Engineering, Department of Control Science and Engineering,National Lab. of Industrial Control Tech. Zhejiang University, Hangzhou 310027, P. R.China;On-line Measurements and Model Analysis of Gas-phase Ethylene Polymerization Process in Fluidized Bed Reactor (I)[J];Journal of Transcluction Technology;2003-03
7 JIA Cai-juan*,ZHU Xiao-ping,ZHOU Zhou(Research Institute of 365,Northwestern Polytechnical University,Xi'an 710072,China);The Improved Adaptive Filter Algorithm Applied to Sensor of Control System for Failure Detection and Identification[J];Chinese Journal of Sensors and Actuators;2006-06
8 Zhang YanduoJiang Xingwei (Department of Astronautics Engineering & Mechanics, Harbin Institute of Technology,Harbin 150001;Multi-Sensor Information Fusion Technique and Its Application on Intelligent Fault Diagnosis System[J];JOURNAL OF TRANSDUCER TECHNOLOGY;1999-03
9 Dong Gaoqing (Small Arms Proof Research Institute Headquarters, Beijing 102202);THE PRINCIPLE, STRUCTURE, USAGE OF PIEZOELECTRIC ACCELEROMETER[J];Journal of Test and Measurement Technology;1997-04
10 ZHENGZhaohui,DUHongbin,WANGShiguang*,YAOPingjing( Inst. of Process Syst. Eng., School of Chem. Eng., Dalian Univ. of Technol., Dalian 116012, China );Multi-scale principal component analysis based on Matlab[J];Journal of Dalian University of Technology;2003-04
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 HE Hui-juan,CHEN Jian,ZOU Yu-hua(Faculty of Information Engineering,Guangdong University of Technology,Guangzhou 510006,China);Fault detection and diagnosis for sensors based on DPCA[J];Transducer and Microsystem Technologies;2009-12
2 WANG Lei1,LU Ning-yun1,HOU Qian1,JIANG Bin1,CHEN Xi2(1.College of Automation Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China;2.Institute of State Key Laboratory of Industrial Control Technology,Industrial Control,Zhejiang University,Hangzhou 310027,China);Diagnosis and Evaluation of Nitrogen-blocking Fault in Raw Argon Column of Air Separation Unit[J];Control and Instruments in Chemical Industry;2011-02
3 Lu Binzhang,Zhao Yuhong~* and Xie Fei (Department of Control Science and Engineering,Zhejiang University,Hangzhou,310027,Zhejiang,China);Multivariate time series based variable prediction in air separation process[J];Computers and Applied Chemistry;2010-10
4 Li Jing and Wang Ping~* (School of Science,Tianjin University,Tianjin,300072,China);Whitening PCA-clas algorithm for face recognition[J];Computers and Applied Chemistry;2011-05
5 ZHOU Fu-na1,2,TANG Tian-hao1,WEN Cheng-lin3 (1.Department of Electrical Automation,Shanghai Maritime University,Shanghai 200135,China;2.Computer & Information Engineering School,Henan University,Kaifeng 475004,China;3.Automatic School,Hangdian University,Hangzhou 310018,China);On Data Driven Multiple Fault Diagnosis Method[J];Control Engineering of China;2008-04
6 JIANG Baihua1,LIU Wei 2,DAI Zhijun2,WANG Hong'an2(1Petro-Cyber Works Information Technology Co.,Ltd.,Beijing 100007,China; 2Institute of Software,Chinese Academy of Sciences,Beijing 100190,China);Working condition-based optimization framework for operational patterns and its application in petrochemical industry[J];CIESC Journal;2012-12
7 Huang Yonghong;Sun Li′na;Sun Yukun;Liu Guohai;Nie Wenhui;College of Electrical and Information Engineering,Jiangsu University;Suzhou Industrial Park Institute of Vocational Technology;;Soft sensor of generalized dynamic fuzzy neural network for marine protease fermentation process based on dynamic data exchange[J];Transactions of the Chinese Society of Agricultural Engineering;2013-19
8 CUI Gui-mei;SUN Tong;ZHANG Yong;School of Information Engineering,Inner Mongolia University of Science and Technology;;Forecast of Blast Furnace Hot Metal Temperature Based on Least Support Vector Machine[J];Computer Simulation;2013-10
9 XIAO Ying-wang;YANG Jun;ZHANG Cheng-Zhong;YAO Mei-ying;DU Ying;Nanhai Campus,South China Normal University;;Data Preprocessing Outlier Detection Algorithm of Statistical Monitoring Modeling[J];Control Engineering of China;2013-04
10 LI Na;WANG Jiajun;FENG Lianfang;GU Xueping;State Key Laboratory of Chemical Engineering,Department of Chemical and Biological Engineering,Zhejiang University;;Research progress of granular flow and fluidization behavior of coarse cohesive particles[J];Chemical Industry and Engineering Progress;2014-02
China Proceedings of conference Full-text Database 1 Hits
1 Yukun Wang,is with the School of electronic & information engineering,University of Science and Technology Liaoning,Anshan 114051.Yong Zhang,is with the School of electronic & information engineering,University of Science and Technology Liaoning,Anshan 114051.;Hot Metal Desulphurization Control Model Based on PCA-RBFNN[A];[C];2011
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved