Statistical analysis of profile monitoring / / Rassoul Noorossana, Abbas Saghaei, Amirhossein Amiri

• Record Nr.: UNINA9910133222003321
• Autore: Noorossana Rassoul <1959->
• Pubbl/distr/stampa: Hoboken, N.J., : Wiley, c2011
• ISBN: 1-280-58950-7; 9786613619334; 1-118-07197-2; 1-118-07198-0; 1-118-07196-4
• Edizione: [1st ed.]
• Descrizione fisica: 1 online resource (332 p.)
• Collana: Wiley series in probability and statistics
• Altri autori (Persone): SaghaeiAbbas <1972->; AmiriAmirhossein <1979->
• Disciplina: 658.5
• Soggetti: Process control - Statistical methods; Quality control - Statistical methods
• Lingua di pubblicazione: Inglese
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Note generali: Description based upon print version of record.
• Nota di bibliografia: Includes bibliographical references and index.
• Nota di contenuto: Statistical Analysis of Profile Monitoring; Contents; Preface; Contributors; 1 Introduction to Profile Monitoring; Introduction; 1.1 Functional Relationships Qualified as Profiles; 1.2 Functional Relationships not Qualified as Profiles; 1.3 Structure of This Book; References; 2 Simple Linear Profiles; Introduction; 2.1 Phase I Simple Linear Profile; 2.2 Phase II Simple Linear Profile; 2.3 Special Cases and an Important Application; 2.4 Diagnostic Statistics; 2.5 Violation of the Model Assumptions; Appendix; References; 3 Multiple Linear and Polynomial Profiles; Introduction; 3.1 Monitoring Multiple Linear Profiles3.2 Monitoring Polynomial Profiles; References; 4 Binary Response Profiles; Introduction; 4.1 Model Setting and Parameter Estimation; 4.2 Phase I Control; 4.3 Phase II Monitoring; 4.4 Applications; 4.5 Conclusions; References; 5 Parametric Nonlinear Profiles; Introduction; 5.1 Nonlinear Model Estimation; 5.2 Phase I Methods; 5.3 Phase II Methods; 5.4 Variance Profiles; Appendix; References; 6 Nonparametric Nonlinear Profiles; Introduction; 6.1 Model Formulation and Nonparametric Example; 6.2 Splines; 6.3 ; Component Analysis; 6.4 Wavelets; References; 7 Multivariate Linear Profiles MonitoringIntroduction; 7.1 Monitoring Multivariate Simple Linear Profiles; 7.2 Monitoring Multivariate Multiple Linear Profiles; References; 8 Statistical Process Control for Geometric Specifications; Introduction; 8.1 Examples of Geometric Feature Concerning Circularity; 8.2 Control Charts for Profile Monitoring; 8.3 Simple Approaches for Monitoring Manufactured Profiles: The Industrial Practice; 8.4 Performance Comparison; 8.5 Moving from 2D Profiles to 3D Surfaces; 8.6 Concluding Remarks; Acknowledgments; References; 9 Correlation and Autocorrelation in ProfilesIntroduction; 9.1 Methods for WPA for Linear Models; 9.2 Methods for BPC for Linear Models; 9.3 Methods for WPA and BPC for Other (Nonlinear) Models; 9.4 Phase I Analysis; 9.5 Phase II Analysis; 9.6 Related Issues: Rational Subgrouping and Random Effects; 9.7 Discussion and Open Questions; Acknowledgment; References; 10 Nonparametric Profile Monitoring; Introduction; 10.1 Monitoring Profiles Based on Nonparametric Regression; 10.2 Nonparametric Profile Monitoring Using Change-Point Formulation and Adaptive Smoothing; 10.3 Nonparametric Profile Monitoring by Mixed-Effects ModelingAppendix A: Approximate the Distributions of Quadratic Forms Like zT Az; Appendix B: The Expression of lrt,k in Model (10.8); References; Index
• Sommario/riassunto: A one-of-a-kind presentation of the major achievements in statistical profile monitoring methods Statistical profile monitoring is an area of statistical quality control that is growing in significance for researchers and practitioners, specifically because of its range of applicability across various service and manufacturing settings. Comprised of contributions from renowned academicians and practitioners in the field, Statistical Analysis of Profile Monitoring presents the latest state-of-the-art research on the use of control charts to monitor process and product qualit