Optimization of fed-batch fermentation using mixture of sugars to produce ethanol

被引:20
|
作者
Hunag, Wen-Hung [1 ]
Shieh, Grace S. [2 ]
Wang, Feng-Sheng [1 ]
机构
[1] Natl Chung Cheng Univ, Dept Chem Engn, Chiayi 62102, Taiwan
[2] Acad Sinica, Inst Stat Sci, Taipei 115, Taiwan
关键词
Biofuel; Fermentation; Kinetic model; Evolutionary optimization; FEED RATE PROFILES; DYNAMIC OPTIMIZATION; PARAMETER-ESTIMATION; NEURAL-NETWORKS; CULTURE; MODELS;
D O I
10.1016/j.jtice.2011.06.007
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
In this study, we introduce a two-phase design approach to optimize a fed-batch fermentation process using a mixture of sugars to produce ethanol. In the first phase, the batch time-series observations were collected and used to construct a kinetic model of Saccharomyces diastaticus LORRE 316. The primary kinetic model was then applied in the second phase to determine the optimal control policy for a fed-batch fermentation process and to retune the kinetic model parameters using the fed-batch information. Two runs were performed in the second phase to achieve the maximum ethanol production rate for the fed-batch fermentation process. Parameter estimation and process optimization were carried out sequentially with a run-to-run approach, which yielded useful estimated parameters even when the model is extrapolated, as observed from cross-validation. (C) 2011 Taiwan Institute of Chemical Engineers. Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:1 / 8
页数:8
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