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Autor(en): 
  • Enrique del Castillo
  • Process Optimization: A Statistical Approach 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   i.d.R. innert 7-14 Tagen versandfertig
    Veröffentlichung:  November 2010  
    Genre:  Schulbücher 
     
    B / Business and Management / Engineering Design / Industrial and Production Engineering / Industrial safety / Mathematical Modeling and Industrial Mathematics / Mathematical modelling / Mathematical models / Maths for engineers / Probabilities / Probability & statistics / Probability Theory / Probability Theory and Stochastic Processes / quality control / Quality Control, Reliability, Safety and Risk / reliability / Reliability engineering / Statistical Theory and Methods / Statistics / Statistics, general / Stochastics / Technical design
    ISBN:  9781441943965 
    EAN-Code: 
    9781441943965 
    Verlag:  Springer Us 
    Einband:  Kartoniert  
    Sprache:  English  
    Dimensionen:  H 235 mm / B 155 mm / D 27 mm 
    Gewicht:  727 gr 
    Seiten:  484 
    Zus. Info:  Paperback 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:

    PROCESS OPTIMIZATION: A Statistical Approach is a textbook for a course in experimental optimization techniques for industrial production processes and other "noisy" systems where the main emphasis is process optimization. The book can also be used as a reference text by Industrial, Quality and Process Engineers and Applied Statisticians working in industry, in particular, in semiconductor/electronics manufacturing and in biotech manufacturing industries.

    The major features of PROCESS OPTIMIZATION: A Statistical Approach are:

    • It provides a complete exposition of mainstream experimental design techniques, including designs for first and second order models, response surface and optimal designs;
    • Discusses mainstream response surface method in detail, including unconstrained and constrained (i.e., ridge analysis and dual and multiple response) approaches;
    • Includes an extensive discussion of Robust Parameter Design (RPD) problems, including experimental design issues such as Split Plot designs and recent optimization approaches used for RPD;
    • Presents a detailed treatment of Bayesian Optimization approaches based on experimental data (including an introduction to Bayesian inference), including single and multiple response optimization and model robust optimization;
    • Provides an in-depth presentation of the statistical issues that arise in optimization problems, including confidence regions on the optimal settings of a process, stopping rules in experimental optimization and more;
    • Contains a discussion on robust optimization methods as used in mathematical programming and their application in response surface optimization;
    • Offers software programs written in MATLAB and MAPLE to implement Bayesian and frequentist process optimization methods;
    • Provides an introduction to the optimization of computer and simulation experiments including and introduction to stochastic approximation and stochastic perturbation stochastic approximation (SPSA) methods;
    • Includes an introduction to Kriging methods and experimental design for computer experiments;

    Provides extensive appendices on Linear Regression, ANOVA, and Optimization Results.


     

      
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