ANN AND RSM BASED OPTIMIZATION OF CELLULASE PRODUCTION BY HYPOCREA SP Z28 BY SUBMERGED FERMENTATION
文献类型：期刊论文
| 作者 | Zhang, Yu1,2 ; Zhang, Xiaohuan1,2,3; Qi, Wei1,2; Xu, Jingliang1,2; Yuan, Zhenhong1,2; Wang, Zhongming1,2
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| 刊名 | CELLULOSE CHEMISTRY AND TECHNOLOGY
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| 出版日期 | 2018-03-01 |
| 卷号 | 52期号:3-4页码:259-264 |
| 关键词 | cellulase production submerged fermentation artificial neural network-genetic algorithm bioprocess optimization response surface methodology Hypocrea sp. |
| ISSN号 | 0576-9787 |
| 通讯作者 | Xu, Jingliang(xjl@ms.giec.ac.cn) |
| 英文摘要 | Response surface methodology (RSM) and artificial neural network (ANN) were used to simulate and optimize cellulase production by Hypocrea sp. Z28 by submerged fermentation. Results showed ANN had higher simulation accuracy than RSM. Cellulase production optimized by RSM was 5.48 U/mL, while the corresponding experimental value was 5.67 +/- 0.32 U/mL. Using ANN as a prediction function, a maximum cellulase production of 5.96 U/mL was searched by the genetic algorithm, and the corresponding experimental value was 6.01 +/- 0.43 U/mL. Compared to RSM, ANN brought higher and more accurate cellulase production values. The application of ANN to optimize cellulase production proved successful. |
| WOS关键词 | RESPONSE-SURFACE METHODOLOGY ; ARTIFICIAL NEURAL-NETWORKS ; SOLID-STATE FERMENTATION ; DEXTRANICUM NRRL B-1146 ; EXOCELLULAR GLUCANSUCRASE ; MICROBIAL CELLULASES ; ENHANCED PRODUCTION ; MODELS ; STRAIN |
| 资助项目 | National Natural Science Foundation of China[21506215] ; National Natural Science Foundation of China[51561145015] |
| WOS研究方向 | Materials Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000441008600012 |
| 出版者 | EDITURA ACAD ROMANE |
| 资助机构 | National Natural Science Foundation of China |
| 源URL | [http://ir.giec.ac.cn/handle/344007/23697]  |
| 专题 | 中国科学院广州能源研究所 |
| 通讯作者 | Xu, Jingliang |
| 作者单位 | 1.Guangdong Prov Key Lab New & Renewable Energy Res, Guangzhou 510640, Guangdong, Peoples R China 2.Chinese Acad Sci, Key Lab Renewable Energy, Guangzhou Inst Energy Convers, Guangzhou 510640, Guangdong, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhang, Yu,Zhang, Xiaohuan,Qi, Wei,et al. ANN AND RSM BASED OPTIMIZATION OF CELLULASE PRODUCTION BY HYPOCREA SP Z28 BY SUBMERGED FERMENTATION[J]. CELLULOSE CHEMISTRY AND TECHNOLOGY,2018,52(3-4):259-264. |
| APA | Zhang, Yu,Zhang, Xiaohuan,Qi, Wei,Xu, Jingliang,Yuan, Zhenhong,&Wang, Zhongming.(2018).ANN AND RSM BASED OPTIMIZATION OF CELLULASE PRODUCTION BY HYPOCREA SP Z28 BY SUBMERGED FERMENTATION.CELLULOSE CHEMISTRY AND TECHNOLOGY,52(3-4),259-264. |
| MLA | Zhang, Yu,et al."ANN AND RSM BASED OPTIMIZATION OF CELLULASE PRODUCTION BY HYPOCREA SP Z28 BY SUBMERGED FERMENTATION".CELLULOSE CHEMISTRY AND TECHNOLOGY 52.3-4(2018):259-264. |
入库方式： OAI收割
来源：广州能源研究所
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