Process Optimization
Language: English
Published by Springer US, 2007
Series: Book 87 of 323 - International Series in Operations Research & Management Science
- Hardcover
- New
Seller: moluna, Greven, Germanymoluna
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- Title
- Process Optimization
- Author
- Enrique del Castillo
- Publisher
- Springer US
- Publication year
- 2007
- Condition
- New
- Binding
- Gebunden
- Language
- English
- ISBN 10
- 0387714340
- ISBN 13
- 9780387714349
- Series
- Book 87 of 323: International Series in Operations Research & Management Science
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.
"Synopsis" may belong to another edition of this title.
From the Back Cover
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.
"About the title" may belong to another edition of this title.
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