共 26 条
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.
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页码:43 / 49
页数:7
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