A general method of computing the derivative of experimental data

被引:54
作者
Lubansky, AS [1 ]
Yeow, YL
Leong, YK
Wickramasinghe, SR
Han, BB
机构
[1] Univ Melbourne, Dept Chem & Biomol Engn, Parkville, Vic 3010, Australia
[2] James Cook Univ N Queensland, Sch Engn, Townsville, Qld 4812, Australia
[3] Colorado State Univ, Dept Chem Engn, Ft Collins, CO 80523 USA
关键词
numerical differentiation; data interpolation; Tikhonov regularization; generalized cross-validation; inverse problem;
D O I
10.1002/aic.10583
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Many scientific and engineering investigations require the extraction of the first derivative from experimental data. Direct numerical differentiation is usually impractical because this amplifies the noise in the data, leading to unreliable results. This investigation shows that the problem of differentiating experimental data can be converted into one of solving an integral equation of the first kind. Tikhonov regularization is used to solve this integral equation, leading to a smooth first derivative. By using the built-in regularization parameter in the method noise amplification is kept under control. The performance of this method is demonstrated by applying it to data taken from the literature. (c) 2005 American Institute of Chemical Engineers.
引用
收藏
页码:323 / 332
页数:10
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