Determination of benzo[a]pyrene in cigarette mainstream smoke by using mid-infrared spectroscopy associated with a novel chemometric algorithm

被引:8
|
作者
Zhang, Yan [1 ]
Zou, Hong-Yan [2 ]
Shi, Pei [1 ]
Yang, Qin
Tang, Li-Juan [1 ]
Jiang, Jian-Hui [1 ]
Wu, Hai-Long [1 ]
Yu, Ru-Qin [1 ]
机构
[1] Hunan Univ, Coll Chem & Chem Engn, State Key Lab Chemo Biosensing & Chemometr, Changsha 410082, Hunan, Peoples R China
[2] Southwest Univ, Coll Chem & Chem Engn, Key Lab Luminescent & Real Time Analyt Chem, Minist Educ, Chongqing 400715, Peoples R China
基金
国家教育部博士点专项基金资助;
关键词
Benzo[a]pyrene; Wavelet packet transform; Particle swarm optimization; Partial least squares; Mid-infrared spectroscopy; Cigarette smoke; POLYCYCLIC AROMATIC-HYDROCARBONS; SWARM OPTIMIZATION ALGORITHM; SUPPORT VECTOR MACHINE; MODELING CURVE RESOLUTION; WAVELET PACKET TRANSFORM; LIQUID-CHROMATOGRAPHY; REGRESSION; CLASSIFICATION;
D O I
10.1016/j.aca.2015.10.029
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Determination of benzo[a]pyrene (BaP) in cigarette smoke can be very important for the tobacco quality control and the assessment of its harm to human health. In this study, mid-infrared spectroscopy (MIR) coupled to chemometric algorithm (DPSO-WPT-PLS), which was based on the wavelet packet transform (WPT), discrete particle swarm optimization algorithm (DPSO) and partial least squares regression (PLS), was used to quantify harmful ingredient benzo[a]pyrene in the cigarette mainstream smoke with promising result. Furthermore, the proposed method provided better performance compared to several other chemometric models, i.e., PLS, radial basis function-based PLS (RBF-PLS), PLS with stepwise regression variable selection (Stepwise-PLS) as well as WPT-PLS with informative wavelet coefficients selected by correlation coefficient test (rtest-WPT-PLS). It can be expected that the proposed strategy could become a new effective, rapid quantitative analysis technique in analyzing the harmful ingredient BaP in cigarette mainstream smoke. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:43 / 49
页数:7
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