skip to content
Statistical monitoring of complex multivariate processes : with applications in industrial process control Preview this item
ClosePreview this item
Checking...

Statistical monitoring of complex multivariate processes : with applications in industrial process control

Author: Uwe Krüger, Dr.; Lei Xie
Publisher: Chichester, West Sussex ; Hoboken, N.J. : Wiley, 2012.
Series: Statistics in practice.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
Summary:
"The book summarises recent advances in statistical-based process monitoring of complex multivariate process systems"--
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

 

Find a copy online

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Genre/Form: Electronic books
Additional Physical Format: Print version:
Krüger, Uwe, Dr.
Advances in statistical monitoring of complex multivariate processes
Chichester, West Sussex ; Hoboken, N.J. : Wiley, 2012
(DLC) 2012016445
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Uwe Krüger, Dr.; Lei Xie
ISBN: 9780470517246 0470517247 9781118381267 1118381262 9781118381274 1118381270 9780470517253 0470517255
OCLC Number: 794922820
Description: 1 online resource.
Contents: Machine generated contents note: Preface Introduction I Fundamentals of Multivariate Statistical Process Control 1 Motivation for Multivariate Statistical Process Control 1.1 Summary of Statistical Process Control 1.1.1 Roots and Evolution of Statistical Process Control 1.1.2 Principles of Statistical Process Control 1.1.3 Hypothesis Testing, Type I and II errors 1.2 Why Multivariate Statistical Process Control 1.2.1 Statistically Uncorrelated Variables 1.2.2 Perfectly Correlated Variables 1.2.3 Highly Correlated Variables 1.2.4 Type I and II Errors and Dimension Reduction 1.3 Tutorial Session 2 Multivariate Data Modeling Methods 2.1 Principal Component Analysis 2.1.1 Assumptions for Underlying Data Structure 2.1.2 Geometric Analysis of Data Structure 2.1.3 A Simulation Example 2.2 Partial Least Squares 2.2.1 Assumptions for Underlying Data Structure 2.2.2 Deflation Procedure for Estimating Data Models 2.2.3 A Simulation Example 2.3 Maximum Redundancy Partial Least Squares 2.3.1 Assumptions for Underlying Data Structure 2.3.2 Source Signal Estimation 2.3.3 Geometric Analysis of Data Structure 2.3.4 A Simulation Example 2.4 Estimating the Number of Source Signals 2.4.1 Stopping Rules for PCA Models 2.4.2 Stopping Rules for PLS Models 2.5 Tutorial Session 3 Process Monitoring Charts 3.1 Fault Detection 3.1.1 Scatter Diagrams 3.1.2 Nonnegative Quadratic Monitoring Statistics 3.2 Fault Isolation and Identification 3.2.1 Contribution Charts 3.2.2 Residual-Based Tests 3.2.3 Variable Reconstruction 3.3 Geometry of Variable Projections 3.3.1 Linear Dependency of Projection Residuals 3.3.2 Geometric Analysis of Variable Reconstruction 3.4 Tutorial Session II Application Studies 4 Application to a Chemical Reaction Process 4.1 Process Description 4.2 Identification of a Monitoring Model 4.3 Diagnosis of a Fault Condition 5 Application to a Distillation Process 5.1 Process Description 5.2 Identification of a Monitoring Model 5.3 Diagnosis of a Fault Condition III Advances in Multivariate Statistical Process Control 6 Further Modeling Issues 6.1 Accuracy of Estimating PCA Models 6.1.1 Revisiting the Eigendecomposition of Sz0z0 6.1.2 Two Illustrative Examples 6.1.3 Maximum Likelihood PCA for Known Sgg 6.1.4 Maximum Likelihood PCA for Unknown Sgg 6.1.5 A Simulation Example 6.1.6 A Stopping Rule for Maximum Likelihood PCA Models 6.1.7 Properties of Model and Residual Subspace Estimates 6.1.8 Application to a Chemical Reaction Process --
Revisited 6.2 Accuracy of Estimating PLS Models 6.2.1 Bias and Variance of Parameter Estimation 6.2.2 Comparing Accuracy of PLS and OLS Regression Models 6.2.3 Impact of Error-in-Variables Structure upon PLS Models 6.2.4 Error-in-Variable Estimate for Known See 6.2.5 Error-in-Variable Estimate for Unknown See 6.2.6 Application to a Distillation Process --
Revisited 6.3 Robust Model Estimation 6.3.1 Robust Parameter Estimation 6.3.2 Trimming Approaches 6.4 Small Sample Sets 6.5 Tutorial Session 7 Monitoring Multivariate Time-Varying Processes 7.1 Problem Analysis 7.2 Recursive Principal Component Analysis 7.3 MovingWindow Principal Component Analysis 7.3.1 Adapting the Data Correlation Matrix 7.3.2 Adapting the Eigendecomposition 7.3.3 Computational Analysis of the Adaptation Procedure 7.3.4 Adaptation of Control Limits 7.3.5 Process Monitoring using an Application Delay 7.3.6 MinimumWindow Length 7.4 A Simulation Example 7.4.1 Data Generation 7.4.2 Application of PCA 7.4.3 Utilizing MWPCA based on an Application Delay 7.5 Application to a Fluid Catalytic Cracking Unit 7.5.1 Process Description 7.5.2 Data Generation 7.5.3 Pre-analysis of Simulated Data 7.5.4 Application of PCA 7.5.5 Application of MWPCA 7.6 Application to a Furnace Process 7.6.1 Process Description 7.6.2 Description of Sensor Bias 7.6.3 Application of PCA 7.6.4 Utilizing MWPCA based on an Application Delay 7.7 Adaptive Partial Least Squares 7.7.1 Recursive Adaptation of Sx0x0 and Sx0y0 7.7.2 MovingWindow Adaptation of Sv0v0 and Sv0y0 7.7.3 Adapting The Number of Source Signals 7.7.4 Adaptation of the PLS Model 7.8 Tutorial Session 8 Monitoring Changes in Covariance Structure 8.1 Problem Analysis 8.1.1 First Intuitive Example 8.1.2 Generic Statistical Analysis 8.1.3 Second Intuitive Example 8.2 Preliminary Discussion of Related Techniques 8.3 Definition of Primary and Improved Residuals 8.3.1 Primary Residuals for Eigenvectors 8.3.2 Primary Residuals for Eigenvalues 8.3.3 Comparing both Types of Primary Residuals 8.3.4 Statistical Properties of Primary Residuals 8.3.5 Improved Residuals for Eigenvalues 8.4 Revisiting the Simulation Examples in Section 8.1 8.4.1 First Simulation Example 8.4.2 Second Simulation Example 8.5 Fault Isolation and Identification 8.5.1 Diagnosis of Step-Type Fault Conditions 8.5.2 Diagnosis of General Deterministic Fault Conditions 8.5.3 A Simulation Example 8.6 Application Study to a Gearbox System 8.6.1 Process Description 8.6.2 Fault Description 8.6.3 Identification of a Monitoring Model 8.6.4 Detecting a Fault Condition 8.7 Analysis of Primary and Improved Residuals 8.7.1 Central Limit Theorem 8.7.2 Further Statistical Properties of Primary Residuals 8.7.3 Sensitivity of Statistics based on Improved Residuals 8.8 Tutorial Session IV Description of Modeling Methods 9 Principal Component Analysis 9.1 The Core Algorithm 9.2 Summary of the PCA Algorithm 9.3 Properties of a PCA Model 10 Partial Least Squares 10.1 Preliminaries 10.2 The Core Algorithm 10.3 Summary of the PLS Algorithm10.4 Properties of PLS 10.5 Properties of Maximum Redundancy PLS References Index .
Series Title: Statistics in practice.
Responsibility: Uwe Kruger and Lei Xie.
More information:

Abstract:

A reference guide for applications of SEM using Mplus Structural Equation Modeling: Applications Using Mplus is intended as both a teaching resource and a reference guide. Written in  Read more...

Reviews

User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/794922820> # Statistical monitoring of complex multivariate processes : with applications in industrial process control
    a schema:CreativeWork, schema:MediaObject, schema:Book ;
    library:oclcnum "794922820" ;
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/enk> ;
    library:placeOfPublication <http://experiment.worldcat.org/entity/work/data/1356998955#Place/hoboken_n_j> ; # Hoboken, N.J.
    library:placeOfPublication <http://experiment.worldcat.org/entity/work/data/1356998955#Place/chichester_west_sussex> ; # Chichester, West Sussex
    rdfs:comment "Warning: This malformed URI has been treated as a string - 'http://images.contentreserve.com/ImageType-100/0128-1/{00205A11-1900-41C3-B18E-879B09A6702A}Img100.jpg'" ;
    schema:about <http://dewey.info/class/519.535/e23/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/1356998955#Topic/mathematics_probability_&_statistics_multivariate_analysis> ; # MATHEMATICS / Probability & Statistics / Multivariate Analysis
    schema:about <http://id.worldcat.org/fast/1029105> ; # Multivariate analysis
    schema:bookFormat schema:EBook ;
    schema:contributor <http://experiment.worldcat.org/entity/work/data/1356998955#Person/xie_lei> ; # Lei Xie
    schema:creator <http://viaf.org/viaf/38892526> ; # Dr. Uwe Krüger
    schema:datePublished "2012" ;
    schema:description ""The book summarises recent advances in statistical-based process monitoring of complex multivariate process systems"--"@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/1356998955> ;
    schema:genre "Electronic books"@en ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://experiment.worldcat.org/entity/work/data/1356998955#Series/statistics_in_practice> ; # Statistics in practice.
    schema:isSimilarTo <http://worldcat.org/entity/work/data/1356998955#CreativeWork/advances_in_statistical_monitoring_of_complex_multivariate_processes> ;
    schema:name "Statistical monitoring of complex multivariate processes : with applications in industrial process control"@en ;
    schema:productID "794922820" ;
    schema:publication <http://www.worldcat.org/title/-/oclc/794922820#PublicationEvent/chichester_west_sussex_hoboken_n_j_wiley_2012> ;
    schema:publisher <http://experiment.worldcat.org/entity/work/data/1356998955#Agent/wiley> ; # Wiley
    schema:url <http://public.eblib.com/choice/publicfullrecord.aspx?p=995876_0> ;
    schema:url <https://www.overdrive.com/search?q=00205A11-1900-41C3-B18E-879B09A6702A> ;
    schema:url <http://site.ebrary.com/id/10593226> ;
    schema:url <http://proquest.tech.safaribooksonline.de/9780470517246> ;
    schema:url <http://rbdigital.oneclickdigital.com> ;
    schema:url <https://samples.overdrive.com/?crid=00205A11-1900-41C3-B18E-879B09A6702A&.epub-sample.overdrive.com> ;
    schema:url <http://excerpts.cdn.overdrive.com/FormatType-410/0128-1/002/05A/11/AdvancesinStatisticalMonitoringofComp9780470517246.epub> ;
    schema:url <http://onlinelibrary.wiley.com/book/10.1002/9780470517253> ;
    schema:url <http://dx.doi.org/10.1002/9780470517253> ;
    schema:url <http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=475808> ;
    schema:url <http://proquest.safaribooksonline.com/?fpi=9780470517246> ;
    schema:url "http://images.contentreserve.com/ImageType-100/0128-1/{00205A11-1900-41C3-B18E-879B09A6702A}Img100.jpg" ;
    schema:workExample <http://worldcat.org/isbn/9780470517253> ;
    schema:workExample <http://worldcat.org/isbn/9780470517246> ;
    schema:workExample <http://worldcat.org/isbn/9781118381267> ;
    schema:workExample <http://worldcat.org/isbn/9781118381274> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/794922820> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/1356998955#Place/chichester_west_sussex> # Chichester, West Sussex
    a schema:Place ;
    schema:name "Chichester, West Sussex" ;
    .

<http://experiment.worldcat.org/entity/work/data/1356998955#Place/hoboken_n_j> # Hoboken, N.J.
    a schema:Place ;
    schema:name "Hoboken, N.J." ;
    .

<http://experiment.worldcat.org/entity/work/data/1356998955#Series/statistics_in_practice> # Statistics in practice.
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/794922820> ; # Statistical monitoring of complex multivariate processes : with applications in industrial process control
    schema:name "Statistics in practice." ;
    schema:name "Statistics in practice" ;
    .

<http://experiment.worldcat.org/entity/work/data/1356998955#Topic/mathematics_probability_&_statistics_multivariate_analysis> # MATHEMATICS / Probability & Statistics / Multivariate Analysis
    a schema:Intangible ;
    schema:name "MATHEMATICS / Probability & Statistics / Multivariate Analysis"@en ;
    .

<http://id.worldcat.org/fast/1029105> # Multivariate analysis
    a schema:Intangible ;
    schema:name "Multivariate analysis"@en ;
    .

<http://onlinelibrary.wiley.com/book/10.1002/9780470517253>
    rdfs:comment "URL des Erstveröffentlichers" ;
    .

<http://viaf.org/viaf/38892526> # Dr. Uwe Krüger
    a schema:Person ;
    schema:familyName "Krüger" ;
    schema:givenName "Uwe" ;
    schema:name "Dr. Uwe Krüger" ;
    .

<http://worldcat.org/entity/work/data/1356998955#CreativeWork/advances_in_statistical_monitoring_of_complex_multivariate_processes>
    a schema:CreativeWork ;
    rdfs:label "Advances in statistical monitoring of complex multivariate processes" ;
    schema:description "Print version:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/794922820> ; # Statistical monitoring of complex multivariate processes : with applications in industrial process control
    .

<http://worldcat.org/isbn/9780470517246>
    a schema:ProductModel ;
    schema:description "Adobe PDF" ;
    schema:isbn "0470517247" ;
    schema:isbn "9780470517246" ;
    .

<http://worldcat.org/isbn/9780470517253>
    a schema:ProductModel ;
    schema:isbn "0470517255" ;
    schema:isbn "9780470517253" ;
    .

<http://worldcat.org/isbn/9781118381267>
    a schema:ProductModel ;
    schema:description "Adobe PDF" ;
    schema:isbn "1118381262" ;
    schema:isbn "9781118381267" ;
    .

<http://worldcat.org/isbn/9781118381274>
    a schema:ProductModel ;
    schema:description " MobiPocket" ;
    schema:isbn "1118381270" ;
    schema:isbn "9781118381274" ;
    .

<http://www.worldcat.org/title/-/oclc/794922820>
    a genont:InformationResource, genont:ContentTypeGenericResource ;
    schema:about <http://www.worldcat.org/oclc/794922820> ; # Statistical monitoring of complex multivariate processes : with applications in industrial process control
    schema:dateModified "2016-12-08" ;
    void:inDataset <http://purl.oclc.org/dataset/WorldCat> ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.