Statistical optimization of biological systems. (2015)

• Record Type: Book
• Further Information: Note: Tapobrata Panda, Thomas Theodore, R. Arun Kumar.
• Authors: Panda, Tapobrata; Théodore, Thomas; Kumar, R. Arun
• Contents: Introduction; Why and How Biological Systems Differ from Their Counterparts?; Factors in Biological Systems; Terminologies; What Is Optimization?; Exercises; References Non-Statistical Experimental Design; Introduction; Steps in Designing an Experiment; Exercises; References; Further Reading Response Surface Experimental Designs; Introduction; Principal Objective of Response Surface Method; Drawback; Types of Response Surfaces; Classification of Response Surface Designs; First-Order Designs; Non-Geometric Design; Second-Order Designs; Exercises; References Statistical Analysis of Experimental Designs and Optimization of Process Variables; Introduction; Analysis of Experimental Designs; To Find Optimal Conditions of Experimental Variables for the Bioprocesses; Exercises; References; Further Reading Evolutionary Operation Programmes; Introduction; Classification of EVOP; Specific Terminologies; Worksheet for EVOP; Response Surface; Exercises; References Taguchi’s Design; Introduction; Aim of Taguchi’s Design; Experimental Designs versus Taguchi’s Design; Basis of Taguchi’s Design Technique; Classes of Optimization Problems; Terminologies; Array in Orthogonal Design; Signal-to-Noise Ratio; Orthogonal Array; Taguchi’s Method; ANOVA for Optimization of Experimental Parameters Using a Taguchi Design of Experiment; Limitation in Taguchi’s Design; Outcome of Taguchi’s Design; Application of Taguchi’s Design; Exercise; References; Further Reading Hybrid Experimental Design Based on a Genetic Algorithm; Introduction; Need for Search Algorithms; Method; Terminologies; Limitations of Genetic Algorithm; How GA Finds Uses in Biological Systems?; Hybrid Design of Experiments Based on GA; Relevant Problems and Their Solution; Exercise; References; Further Reading
• Edition: 1st
• Publisher Details: Boca Raton : CRC Press
• Publication Date: 2015
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 570.151; Biomathematics; Biological systems
• Languages: English
• ISBNs: 9781466587090
• Related ISBNs: 9781466587083
• Notes: Note: Description based on CIP data; item not viewed.
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