Modelling and Optimization of Biotechnological Processes Artificial Intelligence Approaches /

• Main Authors: Chen, Lei Zhi (Author), Chen, Xiao Dong (Author), Nguang, Sing Kiong (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2006.
• Series: Studies in Computational Intelligence, 15
• Subjects: Engineering.; Artificial intelligence.; Bioinformatics.; Applied mathematics.; Engineering mathematics.; Biomedical engineering.; Appl.Mathematics/Computational Methods of Engineering.; Artificial Intelligence (incl. Robotics).; Biomedical Engineering.

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...

Table of 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.