Evolutionary algorithms for optimal control in fed-batch fermentation processes

被引:0
|
作者
Rocha, M
Neves, J
Rocha, I
Ferreira, EC
机构
[1] Univ Minho, Dept Informat, P-4710057 Braga, Portugal
[2] Univ Minho, Ctr Engn Biol, P-4710057 Braga, Portugal
来源
关键词
bio-engineering processes; fed-batch fermentation optimization; variable size chromosomes; real-valued representations;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this work, Evolutionary Algorithms (EAs) are used to achieve optimal feedforward control in a recombinant bacterial fed-batch fermentation process, that aims at producing a bio-pharmaceutical product. Three different aspects are the target of the optimization procedure: the feeding trajectory (the amount of substrate introduced in a bioreactor per time unit), the duration of the fermentation and the initial conditions of the process. A novel EA with variable size chromosome., and using real-valued representations is proposed that is capable of simultaneously optimizing the aforementioned aspects. Outstanding productivity levels were achieved and the results are validated by practice.
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收藏
页码:84 / 93
页数:10
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