Study of near-infrared spectra for quantitative analysis using OSC-PLS algorithm

Qian Ren; Guo Ling Xie; Shou Long Dong; You Zhi Huang

Study of near-infrared spectra for quantitative analysis using OSC-PLS algorithm

Qian Ren^*, Guo Ling Xie, Shou Long Dong, You Zhi Huang

^*Corresponding author for this work

School of Chemistry and Chemical Engineering

Beijing Institute of Technology

Research output: Contribution to journal › Article › peer-review

3 Citations (Scopus)

Abstract

Orthogonal signal correction (OSC) method that is a new kind of pretreatment arithmetic is put forward and is used in quantitative analysis of the volatile of the propellants after it combines with partial least squares (PLS). It is the first time that OSC-PLS method is taken in quantitative analysis of the volatile of the propellants. OSC is used to pretreat the spectra matrix and reject the noise signal, and the spectra matrix pretreated is taken as the new independent variable matrix, then the PLS method is applied to build a calibration model. The result indicates that the accuracy obtained by OSC-PLS is better than by traditional PLS method, so this method is an important promotion to the development of NIR Diffuse Reflectance Spectroscopy Technology in this field.

Original language	English
Pages (from-to)	272-275
Number of pages	4
Journal	Beijing Ligong Daxue Xuebao/Transaction of Beijing Institute of Technology
Volume	25
Issue number	3
Publication status	Published - Mar 2005

Keywords

Near infrared
Orthogonal signal correction
Partial least squares

Cite this

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title = "Study of near-infrared spectra for quantitative analysis using OSC-PLS algorithm",

abstract = "Orthogonal signal correction (OSC) method that is a new kind of pretreatment arithmetic is put forward and is used in quantitative analysis of the volatile of the propellants after it combines with partial least squares (PLS). It is the first time that OSC-PLS method is taken in quantitative analysis of the volatile of the propellants. OSC is used to pretreat the spectra matrix and reject the noise signal, and the spectra matrix pretreated is taken as the new independent variable matrix, then the PLS method is applied to build a calibration model. The result indicates that the accuracy obtained by OSC-PLS is better than by traditional PLS method, so this method is an important promotion to the development of NIR Diffuse Reflectance Spectroscopy Technology in this field.",

keywords = "Near infrared, Orthogonal signal correction, Partial least squares",

author = "Qian Ren and Xie, {Guo Ling} and Dong, {Shou Long} and Huang, {You Zhi}",

year = "2005",

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T1 - Study of near-infrared spectra for quantitative analysis using OSC-PLS algorithm

AU - Ren, Qian

AU - Xie, Guo Ling

AU - Dong, Shou Long

AU - Huang, You Zhi

PY - 2005/3

Y1 - 2005/3

N2 - Orthogonal signal correction (OSC) method that is a new kind of pretreatment arithmetic is put forward and is used in quantitative analysis of the volatile of the propellants after it combines with partial least squares (PLS). It is the first time that OSC-PLS method is taken in quantitative analysis of the volatile of the propellants. OSC is used to pretreat the spectra matrix and reject the noise signal, and the spectra matrix pretreated is taken as the new independent variable matrix, then the PLS method is applied to build a calibration model. The result indicates that the accuracy obtained by OSC-PLS is better than by traditional PLS method, so this method is an important promotion to the development of NIR Diffuse Reflectance Spectroscopy Technology in this field.

AB - Orthogonal signal correction (OSC) method that is a new kind of pretreatment arithmetic is put forward and is used in quantitative analysis of the volatile of the propellants after it combines with partial least squares (PLS). It is the first time that OSC-PLS method is taken in quantitative analysis of the volatile of the propellants. OSC is used to pretreat the spectra matrix and reject the noise signal, and the spectra matrix pretreated is taken as the new independent variable matrix, then the PLS method is applied to build a calibration model. The result indicates that the accuracy obtained by OSC-PLS is better than by traditional PLS method, so this method is an important promotion to the development of NIR Diffuse Reflectance Spectroscopy Technology in this field.

KW - Near infrared

KW - Orthogonal signal correction

KW - Partial least squares

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SN - 1001-0645

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JF - Beijing Ligong Daxue Xuebao/Transaction of Beijing Institute of Technology

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ER -

Study of near-infrared spectra for quantitative analysis using OSC-PLS algorithm

Abstract

Keywords

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