Modeling the Kinetics of Complex Systems: Enzymatic Hydrolysis of Lignocellulosic Substrates

被引:9
|
作者
Galeano Suarez, Carlos Alberto [1 ]
Cavalcanti-Montano, Inti Doraci [1 ]
da Costa Marques, Renan Gustavo [1 ]
Furlan, Felipe Fernando [1 ]
da Mota e Aquino, Pedro Luiz [1 ]
Giordano, Roberto de Campos [1 ]
de Sousa, Ruy, Jr. [1 ]
机构
[1] Univ Fed Sao Carlos, Dept Chem Engn, BR-13565905 Sao Carlos, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
Cellulose; Clustering; Enzymatic hydrolysis; Enzyme kinetics; Fuzzy interpolator; Lignin; SUGAR-CANE BAGASSE; CELLULOSE; ETHANOL; SACCHARIFICATION; RESIDUES;
D O I
10.1007/s12010-014-0912-4
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Lignocellulosic biomass is mainly composed of cellulose, hemicellulose, and lignin. Fuzzy logic, in turn, is a branch of many-valued logic based on the paradigm of inference under vagueness. This paper presents a methodology, based on computational intelligence, for modeling the kinetics of a complex reactional system. The design of a fuzzy interpolator to model cellulose hydrolysis is reported, within the perspective of applying kinetic models in bioreactor engineering. Experimental data for various types of lignocellulosic materials were used to develop the interpolator. New experimental data from the enzymatic hydrolysis of a synthetic substrate, on the other hand, were used to validate the methodology. The accuracy of the results indicates that this is a promising approach to extend the application of models fitted for specific situations to different cases, thus enhancing their generality.
引用
收藏
页码:1083 / 1096
页数:14
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