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The Resource Modelling and optimization of biotechnological processes : artificial intelligence approaches, Lei Zhi Chen, Sing Kiong Nguang, Xiao Dong Chen, (electronic book)

Modelling and optimization of biotechnological processes : artificial intelligence approaches, Lei Zhi Chen, Sing Kiong Nguang, Xiao Dong Chen, (electronic book)

Label
Modelling and optimization of biotechnological processes : artificial intelligence approaches
Title
Modelling and optimization of biotechnological processes
Title remainder
artificial intelligence approaches
Statement of responsibility
Lei Zhi Chen, Sing Kiong Nguang, Xiao Dong Chen
Creator
Contributor
Subject
Language
eng
Summary
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
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Chen, Lei Zhi
Dewey number
660.60285
Illustrations
illustrations
Index
no index present
LC call number
TP248.24
LC item number
.C45 2006eb
Literary form
non fiction
NAL call number
TP248.24
NAL item number
.C45 2006
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Nguang, Sing Kiong.
  • Chen, Xiao Dong
Series statement
Studies in computational intelligence
Series volume
v. 15
http://library.link/vocab/subjectName
  • Biotechnology
  • Artificial intelligence
Label
Modelling and optimization of biotechnological processes : artificial intelligence approaches, Lei Zhi Chen, Sing Kiong Nguang, Xiao Dong Chen, (electronic book)
Instantiates
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Optimization of Fed-batch Culture of Hybridoma Cells using Genetic Algorithms -- On-line Identification and Optimization of Feed Rate Profiles for Fed-batch Culture of Hybridoma Cells -- On-line Softsensor Development for Biomass Measurements using Dynamic Neural Networks -- Optimization of Fed-batch Fermentation Processes using Genetic Algorithms based on Cascade Dynamic Neural Network Models -- Experimental Validation of Cascade Recurrent Neural Network Models -- Designing and Implementing Optimal Control of Fed-batch Fermentation Processes -- Conclusions
Control code
SPR262692592
Dimensions
unknown
Extent
1 online resource (viii, 123 pages)
Form of item
online
Isbn
9783540324935
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations.
Specific material designation
remote
Label
Modelling and optimization of biotechnological processes : artificial intelligence approaches, Lei Zhi Chen, Sing Kiong Nguang, Xiao Dong Chen, (electronic book)
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Optimization of Fed-batch Culture of Hybridoma Cells using Genetic Algorithms -- On-line Identification and Optimization of Feed Rate Profiles for Fed-batch Culture of Hybridoma Cells -- On-line Softsensor Development for Biomass Measurements using Dynamic Neural Networks -- Optimization of Fed-batch Fermentation Processes using Genetic Algorithms based on Cascade Dynamic Neural Network Models -- Experimental Validation of Cascade Recurrent Neural Network Models -- Designing and Implementing Optimal Control of Fed-batch Fermentation Processes -- Conclusions
Control code
SPR262692592
Dimensions
unknown
Extent
1 online resource (viii, 123 pages)
Form of item
online
Isbn
9783540324935
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other physical details
illustrations.
Specific material designation
remote

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