发表状态 | 已发表Published |
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
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ISSN/eISSN | 0169-7439 |
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 |
DOI | 10.1016/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 | |
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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