中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Artificial Intelligence Techniques to Optimize the EDC/NHS-Mediated Immobilization of Cellulase on Eudragit L-100

文献类型:期刊论文

作者Zhang, Yu; Xu, Jing-Liang1; Yuan, Zhen-Hong; Qi, Wei; Liu, Yun-Yun; He, Min-Chao
刊名international journal of molecular sciences
出版日期2012-07-01
卷号13期号:7页码:7952-7962
关键词immobilized enzyme cellulase artificial intelligence based optimization smart biocatalyst carbodiimide coupling
英文摘要

two artificial intelligence techniques, namely artificial neural network (ann) and genetic algorithm (ga) were combined to be used as a tool for optimizing the covalent immobilization of cellulase on a smart polymer, eudragit l-100. 1-ethyl-3-(3-dimethyllaminopropyl) carbodiimide (edc) concentration, n-hydroxysuccinimide (nhs) concentration and coupling time were taken as independent variables, and immobilization efficiency was taken as the response. the data of the central composite design were used to train ann by back-propagation algorithm, and the result showed that the trained ann fitted the data accurately (correlation coefficient r-2 = 0.99). then a maximum immobilization efficiency of 88.76% was searched by genetic algorithm at a edc concentration of 0.44%, nhs concentration of 0.37% and a coupling time of 2.22 h, where the experimental value was 87.97 +/- 6.45%. the application of ann based optimization by ga is quite successful.

WOS标题词science & technology ; physical sciences
类目[WOS]chemistry, multidisciplinary
研究领域[WOS]chemistry
关键词[WOS]response-surface methodology ; neural-network ; genetic algorithm ; hydrolysis ; rsm ; performance ; adipate ; design ; ann
收录类别SCI
语种英语
WOS记录号WOS:000306239200006
源URL[http://ir.giec.ac.cn/handle/344007/10193]  
专题中国科学院广州能源研究所
作者单位1.Chinese Acad Sci, Key Lab Renewable Energy & Gas Hydrate, Guangzhou 510640, Guangdong, Peoples R China
2.Chinese Acad Sci, Guangzhou Inst Energy Convers, Guangzhou 510640, Guangdong, Peoples R China
推荐引用方式
GB/T 7714
Zhang, Yu,Xu, Jing-Liang,Yuan, Zhen-Hong,et al. Artificial Intelligence Techniques to Optimize the EDC/NHS-Mediated Immobilization of Cellulase on Eudragit L-100[J]. international journal of molecular sciences,2012,13(7):7952-7962.
APA Zhang, Yu,Xu, Jing-Liang,Yuan, Zhen-Hong,Qi, Wei,Liu, Yun-Yun,&He, Min-Chao.(2012).Artificial Intelligence Techniques to Optimize the EDC/NHS-Mediated Immobilization of Cellulase on Eudragit L-100.international journal of molecular sciences,13(7),7952-7962.
MLA Zhang, Yu,et al."Artificial Intelligence Techniques to Optimize the EDC/NHS-Mediated Immobilization of Cellulase on Eudragit L-100".international journal of molecular sciences 13.7(2012):7952-7962.

入库方式: OAI收割

来源:广州能源研究所

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