E-Book, Englisch, Band 105, 480 Seiten, eBook
Reihe: International Series in Operations Research & Management Science
del Castillo Process Optimization
1. Auflage 2007
ISBN: 978-0-387-71435-6
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
A Statistical Approach
E-Book, Englisch, Band 105, 480 Seiten, eBook
Reihe: International Series in Operations Research & Management Science
ISBN: 978-0-387-71435-6
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
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.
Zielgruppe
Graduate
Autoren/Hrsg.
Weitere Infos & Material
Preliminaries.- An Overview of Empirical Process Optimization.- Elements of Response Surface Methods.- Optimization Of First Order Models.- Experimental Designs For First Order Models.- Analysis and Optimization of Second Order Models.- Experimental Designs for Second Order Models.- Statistical Inference in Process Optimization.- Statistical Inference in First Order RSM Optimization.- Statistical Inference in Second Order RSM Optimization.- Bias Vs. Variance.- Robust Parameter Design and Robust Optimization.- Robust Parameter Design.- Robust Optimization.- Bayesian Approaches in Process Optimization.- to Bayesian Inference.- Bayesian Methods for Process Optimization.- to Optimization of Simulation and Computer Models.- Simulation Optimization.- Kriging and Computer Experiments.- Appendices.- Basics of Linear Regression.- Analysis of Variance.- Matrix Algebra and Optimization Results.- Some Probability Results Used in Bayesian Inference.
