Knowledge Management System Of Guangzhou Institute of Energy Conversion, CAS
kineticmodelstudyonenzymatichydrolysisofcelluloseusingartificialneuralnetworks | |
Zhang Y(张宇); Xu JL(许敬亮); Yuan ZH(袁振宏); Zhuang XS(庄新姝); Lv PM(吕鹏梅) | |
2009 | |
发表期刊 | chinesejournalofcatalysis |
ISSN | 0253-9837 |
卷号 | 30期号:4页码:355 |
摘要 | Enzymatic hydrolysis of cellulose was highly complex because of the unclear enzymatic mechanism and many factors that affect the heterogeneous system. Therefore, it is difficult to build a theoretical model to study cellulose hydrolysis by cellulase. Artificial neural network (ANN) was used to simulate and predict this enzymatic reaction and compared with the response surface model (RSM). The independent variables were cellulase amount X-1, substrate concentration X-2, and reaction time X-3, and the response variables were reducing sugar concentration Y-1 and transformation rate of the raw material Y-2. The experimental results showed that ANN was much more suitable for studying the kinetics of the enzymatic hydrolysis than RSM. During the simulation process, relative errors produced by the ANN model were apparently smaller than that by RSM except one and the central experimental points. During the prediction process, values produced by the ANN model were much closer to the experimental values than that produced by RSM. These showed that ANN is a persuasive tool that can be used for studying the kinetics of cellulose hydrolysis catalyzed by cellulase. |
语种 | 英语 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.giec.ac.cn/handle/344007/20230 |
专题 | 中国科学院广州能源研究所 |
作者单位 | 中国科学院广州能源研究所 |
第一作者单位 | 中国科学院广州能源研究所 |
推荐引用方式 GB/T 7714 | Zhang Y,Xu JL,Yuan ZH,et al. kineticmodelstudyonenzymatichydrolysisofcelluloseusingartificialneuralnetworks[J]. chinesejournalofcatalysis,2009,30(4):355. |
APA | 张宇,许敬亮,袁振宏,庄新姝,&吕鹏梅.(2009).kineticmodelstudyonenzymatichydrolysisofcelluloseusingartificialneuralnetworks.chinesejournalofcatalysis,30(4),355. |
MLA | 张宇,et al."kineticmodelstudyonenzymatichydrolysisofcelluloseusingartificialneuralnetworks".chinesejournalofcatalysis 30.4(2009):355. |
条目包含的文件 | 条目无相关文件。 |
个性服务 |
推荐该条目 |
保存到收藏夹 |
查看访问统计 |
导出为Endnote文件 |
谷歌学术 |
谷歌学术中相似的文章 |
[张宇]的文章 |
[许敬亮]的文章 |
[袁振宏]的文章 |
百度学术 |
百度学术中相似的文章 |
[张宇]的文章 |
[许敬亮]的文章 |
[袁振宏]的文章 |
必应学术 |
必应学术中相似的文章 |
[张宇]的文章 |
[许敬亮]的文章 |
[袁振宏]的文章 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论