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Process Optimization: A Statistical Approach: Statistics

Process Optimization: A Statistical Approach: Statistics

          
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About the Book

A much stronger treatment of the topic than the Wiley books published in this area, making this text a must-have for students and lecturers alike Provides a complete exposition of mainstream experimental design techniques and response surface methods Contains a mix of technical and practical sections, appropriate for a first year graduate text in the subject or useful for self-study or reference Presents a detailed treatment of Bayesian Optimization approaches based on experimental data and includes an introduction to Bayesian inference. 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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Product Details
  • ISBN-13: 9788184894073
  • Publisher: Springer (India) Pvt. Ltd.
  • Publisher Imprint: Springer (India) Pvt. Ltd.
  • Language: English
  • Sub Title: Statistics
  • ISBN-10: 8184894074
  • Publisher Date: 2009
  • Binding: Paperback
  • No of Pages: 480

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