Optimization of process parameters for ethanol production from sugar cane molasses by Zymomonas mobilis using response surface methodology and genetic algorithm

被引:39
|
作者
Maiti, Bodhisatta [1 ]
Rathore, Ankita [2 ]
Srivastava, Saurav [3 ]
Shekhawat, Mitali [1 ]
Srivastava, Pradeep [1 ]
机构
[1] Banaras Hindu Univ, Inst Technol, Sch Biochem Engn, Varanasi 221005, Uttar Pradesh, India
[2] Nizam Coll, Dept Biotechnol, Hyderabad 500001, Andhra Pradesh, India
[3] Natl Inst Technol, Dept Biotechnol, Durgapur 713209, W Bengal, India
关键词
Ethanol production; Zymomonas mobilis; Sugar cane molasses; Genetic algorithm; Response surface methodology; Box-Behnken design; ARTIFICIAL NEURAL-NETWORK; FERMENTATION CONDITIONS; SAGO STARCH; TEMPERATURE; SUCROSE; GLUCOSE; BIOMASS; SACCHAROMYCES; INTELLIGENCE; POTASSIUM;
D O I
10.1007/s00253-011-3158-x
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Ethanol is a potential energy source and its production from renewable biomass has gained lot of popularity. There has been worldwide research to produce ethanol from regional inexpensive substrates. The present study deals with the optimization of process parameters (viz. temperature, pH, initial total reducing sugar (TRS) concentration in sugar cane molasses and fermentation time) for ethanol production from sugar cane molasses by Zymomonas mobilis using Box-Behnken experimental design and genetic algorithm (GA). An empirical model was developed through response surface methodology to analyze the effects of the process parameters on ethanol production. The data obtained after performing the experiments based on statistical design was utilized for regression analysis and analysis of variance studies. The regression equation obtained after regression analysis was used as a fitness function for the genetic algorithm. The GA optimization technique predicted a maximum ethanol yield of 59.59 g/L at temperature 31 A degrees C, pH 5.13, initial TRS concentration 216 g/L and fermentation time 44 h. The maximum experimental ethanol yield obtained after applying GA was 58.4 g/L, which was in close agreement with the predicted value.
引用
收藏
页码:385 / 395
页数:11
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