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Can I read Modelling and Optimization of Biotechnological Processes: Artificial Intelligence Approaches (Studies in Computational Intelligence (15)) on EtoBox?
Modelling and Optimization of Biotechnological Processes: Artificial Intelligence Approaches (Studies in Computational Intelligence (15)) by Lei Zhi Chen Dr., Xiao Dong Chen Professor Dr., Sing Kiong Nguang Professor Dr. (auth.) is a nonfiction available to read on EtoBox.
What is Modelling and Optimization of Biotechnological Processes: Artificial Intelligence Approaches (Studies in Computational Intelligence (15)) about?
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.
Who reads Modelling and Optimization of Biotechnological Processes: Artificial Intelligence Approaches (Studies in Computational Intelligence (15))?
It is typically read by self-directed learners exploring a subject in depth.
Common subject areas: history, science, philosophy, social sciences.
- Author
- Lei Zhi Chen Dr., Xiao Dong Chen Professor Dr., Sing Kiong Nguang Professor Dr. (auth.)
- Publisher
- Springer-Verlag Berlin Heidelberg
- Published
- 2006
- Language
- EN
- ISBN
- 9783540306344
- Category
- nonfiction
- Subjects
- Technology, Engineering, Music
Other editions & translations
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