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Experimental design for formulation / Wendell F. Smith.
- Format:
- Book
- Author/Creator:
- Smith, Wendell F. (Wendell Franklyn), 1931-
- Series:
- ASA-SIAM series on statistics and applied probability ; 15.
- ASA-SIAM series on statistics and applied probability ; 15
- Language:
- English
- Subjects (All):
- Experimental design.
- Physical Description:
- 1 electronic text (xix, 367 p. : ill.) : digital file.
- Place of Publication:
- Philadelphia, Pa. : Society for Industrial and Applied Mathematics (SIAM, 3600 Market Street, Floor 6, Philadelphia, PA 19104), 2005.
- Language Note:
- English
- System Details:
- Mode of access: World Wide Web.
- System requirements: Adobe Acrobat Reader.
- Summary:
- Many products, such as foods, personal-care products, beverages, and cleaning agents, are made by mixing ingredients together. This book describes a systematic methodology for formulating such products so that they perform according to one's goals, providing scientists and engineers with a fast track to the implementation of the methodology. Experimental Design for Formulation contains examples from a wide variety of fields and includes a discussion of how to design experiments for a mixture setting and how to fit and interpret models in a mixture setting. It also introduces process variables, the combining of mixture and nonmixture variables in a designed experiment, and the concept of collinearity and the possible problems that can result from its presence. Experimental Design for Formulation is a useful manual for the formulator and can also be used by a resident statistician to teach an in-house short course. Statistical proofs are largely absent, and the formulas that are presented are included to explain how the various software packages carry out the analysis. Many examples are given of output from statistical software packages, and the proper interpretation of computer output is emphasized. Other topics presented include a discussion of an effect in a mixture setting, the presentation of elementary optimization methods, and multiple-response optimization wherein one seeks to optimize more than one response.
- Contents:
- List of Figures
- List of Tables
- Preface
- Part I: Preliminaries
- Chapter 1: Introduction
- Chapter 2: Mixture Space
- Chapter 3: Models for a Mixture Setting
- Part II: Design
- Chapter 4: Designs for Simplex-Shaped Regions
- Chapter 5: Designs for Non-Simplex-Shaped Regions
- Chapter 6: Design Evaluation
- Chapter 7: Blocking Mixture Experiments
- Appendix 7A: Mates for Latin Squares of Order 4 and 5
- Part III: Analysis
- Chapter 8: Building Models in a Mixture Setting
- Chapter 9: Model Evaluation
- Chapter 10: Model Revision
- Chapter 11: Effects
- Chapter 12: Optimization
- Part IV: Special Topics
- Chapter 13: Including Process Variables
- Chapter 14: Collinearity
- Bibliography
- Index.
- Notes:
- Bibliographic Level Mode of Issuance: Monograph
- Includes bibliographical references (p. 351-361) and index.
- Title from title screen, viewed 10/20/2010.
- Description based on title page of print version.
- ISBN:
- 0-89871-839-2
- Publisher Number:
- SA15 siam
- SA15 SIAM
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