ANN AND RSM BASED OPTIMIZATION OF CELLULASE PRODUCTION BY HYPOCREA SP Z28 BY SUBMERGED FERMENTATION

GIEC OpenIR

	ANN AND RSM BASED OPTIMIZATION OF CELLULASE PRODUCTION BY HYPOCREA SP Z28 BY SUBMERGED FERMENTATION
	Zhang, Yu1,2 ; Zhang, Xiaohuan 1,2,3; Qi, Wei1,2 ; Xu, Jingliang1,2 ; Yuan, Zhenhong1,2 ; Wang, Zhongming1,2
	2018-03-01
发表期刊	CELLULOSE CHEMISTRY AND TECHNOLOGY
ISSN	0576-9787
卷号	52 期号:3-4 页码:259-264
通讯作者	Xu, Jingliang(xjl@ms.giec.ac.cn)
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.
关键词	cellulase production submerged fermentation artificial neural network-genetic algorithm bioprocess optimization response surface methodology Hypocrea sp.
关键词[WOS]	RESPONSE-SURFACE METHODOLOGY ; ARTIFICIAL NEURAL-NETWORKS ; SOLID-STATE FERMENTATION ; DEXTRANICUM NRRL B-1146 ; EXOCELLULAR GLUCANSUCRASE ; MICROBIAL CELLULASES ; ENHANCED PRODUCTION ; MODELS ; STRAIN
收录类别	SCI
语种	英语
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
项目资助者	National Natural Science Foundation of China
WOS类目	Materials Science, Paper & Wood
WOS记录号	WOS:000441008600012
出版者	EDITURA ACAD ROMANE
引用统计	被引频次：1[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.giec.ac.cn/handle/344007/23698
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.Chinese Acad Sci, Key Lab Renewable Energy, Guangzhou Inst Energy Convers, Guangzhou 510640, Guangdong, Peoples R China 2.Guangdong Prov Key Lab New & Renewable Energy Res, 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.