Status | 已发表Published |
Title | Uniform design applied to nonlinear multivariate calibration by ANN |
Creator | |
Date Issued | 1998 |
Source Publication | Analytica Chimica Acta
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ISSN | 0003-2670 |
Volume | 370Issue:1Pages:65-77 |
Abstract | In this paper, a new experimental design called uniform design (UD) has been introduced as a promising candidate for experimental design in nonlinear multivariate calibration by ANN. In its application to ANN, the UD has the following merits:it is capable of producing samples with high representativeness;it imposes no strong assumption on the model; andit allows many levels for each factor.A comparative study has been made among UD, orthogonal array design (OAD) and central composite design (CCD). The results by UD in simulated and real-fluorescence systems are satisfactory. Copyright (C) 1998 Elsevier Science B.V. |
Keyword | Experimental design Multilayer feed forward network Nonlinear calibration Nonlinear fluorescence system Uniform design (UD) |
DOI | 10.1016/S0003-2670(98)00256-6 |
URL | View source |
Language | 英语English |
Scopus ID | 2-s2.0-0031807237 |
Citation statistics | |
Document Type | Journal article |
Identifier | http://repository.uic.edu.cn/handle/39GCC9TT/2504 |
Collection | Research outside affiliated institution |
Corresponding Author | Liang, Yizeng |
Affiliation | 1.Coll. of Chem./Chemical Engineering, Hunan University, Changsha 410082, China 2.Department of Mathematics, Hong Kong Baptist University, Kowloon Tong, Kowloon, Hong Kong |
Recommended Citation GB/T 7714 | Zhang, Lin,Liang, Yizeng,Jiang, Jianhuiet al. Uniform design applied to nonlinear multivariate calibration by ANN[J]. Analytica Chimica Acta, 1998, 370(1): 65-77. |
APA | Zhang, Lin, Liang, Yizeng, Jiang, Jianhui, Yu, Ruqing, & Fang, Kaitai. (1998). Uniform design applied to nonlinear multivariate calibration by ANN. Analytica Chimica Acta, 370(1), 65-77. |
MLA | Zhang, Lin,et al."Uniform design applied to nonlinear multivariate calibration by ANN". Analytica Chimica Acta 370.1(1998): 65-77. |
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