Non-parametric permutation test for the discrimination of float glass samples based on LIBS spectra

被引:11
|
作者
McIntee, Erin [1 ,2 ]
Viglino, Emilie [1 ,2 ]
Kumor, Stephanie [1 ,2 ]
Rinke, Caitlin [1 ,2 ]
Ni, Liqiang [3 ]
Sigman, Michael E. [1 ,2 ]
机构
[1] Univ Cent Florida, Dept Chem, Orlando, FL 32816 USA
[2] Univ Cent Florida, Natl Ctr Forens Sci, Orlando, FL 32816 USA
[3] Univ Cent Florida, Dept Stat & Actuarial Sci, Orlando, FL 32816 USA
基金
美国国家科学基金会;
关键词
non-parametric permutation test; laser-induced breakdown spectroscopy (LIBS); glass analysis; INDUCED BREAKDOWN SPECTROSCOPY; ELEMENTAL COMPOSITION MEASUREMENTS; CLASSIFICATION; SPECTROMETRY; FRAGMENTS;
D O I
10.1002/cem.1308
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Laser-induced breakdown spectroscopy (LIBS) coupled with non-parametric permutation based hypothesis testing is demonstrated to have good performance in discriminating float glass samples. This type of pairwise sample comparison is important in manufacturing process quality control, forensic science and other applications where determination of a match probability between two samples is required. Analysis of the pairwise comparisons between multiple LIBS spectra from a single glass sample shows that some assumptions required by parametric methods may not hold in practice, motivating the adoption of a non-parametric permutation test. Without rigid distributional assumptions, the permutation test exhibits excellent discriminating power while holding the actual size of Type I error at the nominal level. Copyright (C) 2010 John Wiley & Sons, Ltd.
引用
收藏
页码:312 / 319
页数:8
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