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题名Uniform design and its applications in chemistry and chemical engineering
作者
发表日期2001
发表期刊Chemometrics and Intelligent Laboratory Systems
ISSN/eISSN0169-7439
卷号58期号:1页码:43-57
摘要

Experimental designs are very important in chemometrics, since chemistry, until now, is still essentially a field of science strongly dependent on chemical experiments. So, for a long time, chemists have been trying to use the techniques of experimental design developed in statistics to improve experimental works. Three major methods of experimental design, such as factorial design including fractional factorial design and orthogonal design (OD), D-optimal design and uniform design (UD), and their applications in chemistry and chemical engineering are reviewed and compared. The features of uniform design are especially addressed. Uniformity of space filling is the most important and essential feature of the uniform design. Based on this feature, its cost-efficiency, robustness and flexibility make it very useful in the fields of chemistry and chemical engineering. Examples of successful applications of uniform design on improving technologies of various fields such as textile industry, pharmaceuticals, fermentation industry and others have been consistently reported in China since the 1980s. More recently, several various cases applying uniform design to chemical researches showed that the uniform design is indeed a very promising and powerful experimental design method. © 2001 Elsevier Science B.V. All rights reserved.

关键词D-optimal design Data analysis Experimental design Uniform design
DOI10.1016/S0169-7439(01)00139-3
URL查看来源
收录类别SCIE
语种英语English
WOS研究方向Automation & Control Systems ; Chemistry ; Computer Science ; Instruments & Instrumentation ; Mathematics
WOS类目Automation & Control Systems ; Chemistry, Analytical ; Computer Science, Artificial Intelligence ; Instruments & Instrumentation ; Mathematics, Interdisciplinary Applications ; Statistics & Probability
WOS记录号WOS:000171263800004
Scopus入藏号2-s2.0-0035965016
引用统计
被引频次:234[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/2473
专题个人在本单位外知识产出
通讯作者Liang, Yizeng
作者单位
1.Coll. of Chem. and Chem. Engineering, Institute of Chemometrics, Central South University, 410083 Changsha, China
2.Department of Applied Mathematics, Hong Kong Baptist UniÕersity, Hong Kong, China
3.Department of Applied Mathematics, Hunan UniÕersity, Changsha 410082, China
推荐引用方式
GB/T 7714
Liang, Yizeng,Fang, Kaitai,Xu, Qingsong. Uniform design and its applications in chemistry and chemical engineering[J]. Chemometrics and Intelligent Laboratory Systems, 2001, 58(1): 43-57.
APA Liang, Yizeng, Fang, Kaitai, & Xu, Qingsong. (2001). Uniform design and its applications in chemistry and chemical engineering. Chemometrics and Intelligent Laboratory Systems, 58(1), 43-57.
MLA Liang, Yizeng,et al."Uniform design and its applications in chemistry and chemical engineering". Chemometrics and Intelligent Laboratory Systems 58.1(2001): 43-57.
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