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Merritt Tierce: IMG Has My Husband Read It?



My first novel, Love Me Back, was published on September 16. Writing the book took seven years, and along the way three chapters were published in... Continue »
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    Love Me Back

    Merritt Tierce 9780385538077

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Studies in Computational Intelligence #15: Modelling and Optimization, of Biotechnological Processes: Artificial Intelligence Approaches

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Studies in Computational Intelligence #15: Modelling and Optimization, of Biotechnological Processes: Artificial Intelligence Approaches Cover

 

Synopses & Reviews

Publisher Comments:

This book presents logical approaches to monitoring, modelling and optimization of fed-batch fermentation processes based on artificial intelligence methods, in particular, neural networks and genetic algorithms. Both computer simulation and experimental validation are demonstrated in this book. The approaches proposed in this book can be readily adopted for different processes and control schemes to achieve maximum productivity with minimum development and production costs. These approaches can eliminate the difficulties of having to specify completely the structures and parameters of highly nonlinear bioprocess models. The book begins with a historical introduction to the field of bioprocess control based on artificial intelligence approaches, followed by two chapters covering the optimization of fed-batch culture using genetic algorithms. Online biomass soft-sensors are constructed in Chapter 4 using recurrent neural networks. The bioprocess is then modelled in Chapter 5 by cascading two soft-sensor neural networks. Optimization and validation of the final product are detailed in Chapters 6 and 7. The general conclusions are drawn in Chapter 8.

Table of Contents

Introduction.- Optimization of Fed-batch Culture.- On-line Identi¯cation and Optimization.- On-line Softsensor Development.- Optimization based on Neural Models.- Experimental Validation of Neural Models.- Designing and Implementing Optimal Control.

Product Details

ISBN:
9783540306344
Author:
Lei Zhi Chen and Sing Kiong Nguang and Xiao Dong Chen
Publisher:
Springer
Author:
Nguang, Sing Kiong
Author:
Chen, X. D.
Author:
Chen, Leizhi
Author:
Chen, Xiao Dong
Location:
Berlin, Heidelberg
Subject:
Applied
Subject:
Life Sciences - Biology - General
Subject:
Artificial Intelligence - General
Subject:
Intelligence (AI) & Semantics
Subject:
Artificial Intelligence
Subject:
Biotechnology
Subject:
Neural network
Subject:
Appl.Mathematics/Computational Methods of Engineering
Subject:
Artificial Intelligence (incl. Robotics)
Subject:
Biomedical Engineering
Subject:
Bioinformatics
Subject:
Mathematics-Applied
Subject:
Engineering
Subject:
Language, literature and biography
Subject:
Engineering mathematics
Copyright:
Edition Description:
Book
Series:
Studies in Computational Intelligence
Series Volume:
15
Publication Date:
20060231
Binding:
HARDCOVER
Language:
English
Pages:
131
Dimensions:
235 x 155 mm 810 gr

Related Subjects

Computers and Internet » Artificial Intelligence » General
Computers and Internet » Computers Reference » General
Science and Mathematics » Biology » General
Science and Mathematics » Mathematics » Applied

Studies in Computational Intelligence #15: Modelling and Optimization, of Biotechnological Processes: Artificial Intelligence Approaches New Hardcover
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Product details 131 pages Springer - English 9783540306344 Reviews:
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