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portada Statistical Optimization of Biological Systems
Type
Physical Book
Author
Publisher
Language
English
Pages
296
Format
Paperback
ISBN13
9781138893139
Edition No.
1
Categories

Statistical Optimization of Biological Systems

Thomas Theodore (Author) · Tapobrata Panda (Author) · R. Arun Kumar (Author) · CRC Press · Paperback

Statistical Optimization of Biological Systems - Panda, Tapobrata ; Theodore, Thomas ; Kumar, R. Arun

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Synopsis "Statistical Optimization of Biological Systems"

A number of books written by statisticians address the mathematical optimization of biological systems, but do not directly address statistical optimization. Statistical Optimization of Biological Systems covers the optimization of bioprocess systems in its entirety, devoting much-needed attention to the experimental optimization of biological systems using statistical techniques. Employing real-life bioprocess optimization problems and their solutions as examples, this book: Describes experimental design from identifying process variables to selecting a screening design, applying response surface methodology, and conducting regression modeling Demonstrates the statistical analysis and optimization of different experimental designs, the results of which are used to establish important variables and optimum settings Details the optimization techniques employed to determine optimum levels of the process variables for both single- and multiple-response systems Discusses important experimental designs, such as evolutionary operation programs and Taguchi's designs Delineates the concept of hybrid experimental design using the essence of a genetic algorithm Statistical Optimization of Biological Systems examines the complex nature of biological systems, the need for optimization, and the rationale of statistical and non-statistical optimization methods. More importantly, the book explains how to successfully apply mathematical and statistical techniques to the optimization of biological systems.

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